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ICM2024/calc_momentum/calc.ipynb
2024-02-04 18:14:42 +08:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 219,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import os.path as path\n",
"\n",
"# Data provided by github\n",
"filename_base = \"D:/Documents/OneDrive/Documents/School/清华/大二/美赛/Report/calc_momentum\"\n",
"point_by_point_file_name = path.join(filename_base, \"tennis_slam_pointbypoint/combined.csv\")\n",
"readin_filename = path.join(filename_base, \"readin.csv\")\n",
"\n",
"# Data provided by competition\n",
"# point_by_point_file_name = \"D:\\Documents\\OneDrive\\Documents\\School\\清华\\大二\\美赛\\\\2024_MCM-ICM_Problems\\Wimbledon_featured_matches.csv\"\n",
"\n",
"point_data = pd.read_csv(point_by_point_file_name)\n",
"\n",
"# Remove lines of point 0X, 0Y\n",
"point_data.drop(point_data[(point_data.PointWinner == 0)].index, inplace = True)\n",
"\n",
"# point_data.to_csv(readin_filename, index=False)\n",
"\n",
"# Only preserve used cols\n",
"# point_data = pd.read_csv(readin_filename, usecols=['match_id', 'ElapsedTime', 'SetNo', 'P1GamesWon', 'P2GamesWon', 'SetWinner', 'GameNo', 'PointNumber', 'PointWinner', 'PointServer', 'P1Ace', 'P2Ace', 'P1DoubleFault', 'P2DoubleFault', 'P1UnfErr', 'P2UnfErr', 'P1NetPoint', 'P2NetPoint', 'P1DistanceRun', 'P2DistanceRun'])\n",
"point_data = point_data[['match_id', 'ElapsedTime', 'SetNo', 'P1GamesWon', 'P2GamesWon', 'SetWinner', 'GameNo', 'PointNumber', 'PointWinner', 'PointServer', 'P1Ace', 'P2Ace', 'P1DoubleFault', 'P2DoubleFault', 'P1UnfErr', 'P2UnfErr', 'P1NetPoint', 'P2NetPoint', 'P1DistanceRun', 'P2DistanceRun']]\n",
"point_data = point_data.reset_index(drop=True)\n",
"point_data.to_csv(readin_filename, index=False)\n"
]
},
{
"cell_type": "code",
"execution_count": 220,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from datetime import datetime\n",
"import math\n",
"from copy import deepcopy\n",
"\n",
"K_TIME_DECAY = 1e-3\n",
"K_SET_ENERGY_RECOVER = 0.8\n",
"\n",
"point_data = pd.read_csv(readin_filename)\n",
"# print(point_data)\n",
"\n",
"match_count = -1\n",
"cur_game_number = 0\n",
"player1_ahead_set_count = 0\n",
"current_time = datetime.strptime(\"00:00:00\", \"%H:%M:%S\")\n",
"\n",
"player1_memory = [0, 0, 0, 0, 0, np.zeros(4)]\n",
"player2_memory = [0, 0, 0, 0, 0, np.zeros(4)]\n",
"# continued victory, distance run, game score diff, set score diff, is serve, (ace, double fault, unforced error, net point)\n",
"\n",
"player1_stats = list()\n",
"player2_stats = list()\n",
"player1_got_point = list()\n",
"# list of rho of type numpy.matrix\n",
"# match_count, point_num\n",
"# print(player_stats)\n",
"\n",
"for index, record in point_data.to_dict(orient='index').items():\n",
" # print(index, record)\n",
" if (record['PointNumber'] == 1):\n",
" player1_stats.append(list())\n",
" player2_stats.append(list())\n",
" player1_got_point.append(list())\n",
" # Into a new match, clear all\n",
" match_count += 1\n",
" player1_ahead_set_count = 0\n",
" player1_memory = [0, 0, 0, 0, 0, np.zeros(4)]\n",
" player2_memory = [0, 0, 0, 0, 0, np.zeros(4)]\n",
" player1_stats[match_count].append(deepcopy(player1_memory))\n",
" player2_stats[match_count].append(deepcopy(player2_memory))\n",
" current_time = datetime.strptime(\"00:00:00\", \"%H:%M:%S\")\n",
" cur_game_number = 1\n",
" elif(record['GameNo'] != cur_game_number):\n",
" # into a new game\n",
" cur_game_number = record['GameNo']\n",
" # reset server\n",
" player1_memory[4] = 0\n",
" player2_memory[4] = 0\n",
" \n",
" # game diff\n",
" player1_memory[2] = record['P1GamesWon'] - record['P2GamesWon']\n",
" player2_memory[2] = record['P2GamesWon'] - record['P1GamesWon']\n",
" \n",
" # continued victory\n",
" if (record['PointWinner'] == 1):\n",
" player1_memory[0] += 1\n",
" player2_memory[0] = 0\n",
" player1_got_point[match_count].append(1)\n",
" else:\n",
" player1_memory[0] = 0\n",
" player2_memory[0] += 1\n",
" player1_got_point[match_count].append(0)\n",
"\n",
" # running distance\n",
" player1_memory[1] += record['P1DistanceRun']\n",
" player2_memory[1] += record['P2DistanceRun']\n",
"\n",
" # decay\n",
" try:\n",
" new_time = datetime.strptime(record['ElapsedTime'], \"%H:%M:%S\")\n",
" except:\n",
" print(record)\n",
" raise ValueError\n",
" delta_t = new_time - current_time\n",
" current_time = new_time\n",
"\n",
" coeff = math.exp(-K_TIME_DECAY * delta_t.seconds)\n",
" player1_memory[5] *= coeff\n",
" player2_memory[5] *= coeff\n",
"\n",
" player1_new_effect = np.array([record['P1Ace'], record['P1DoubleFault'], record['P1UnfErr'], record['P1NetPoint']])\n",
" player2_new_effect = np.array([record['P2Ace'], record['P2DoubleFault'], record['P2UnfErr'], record['P2NetPoint']])\n",
"\n",
" player1_memory[5] += player1_new_effect\n",
" player2_memory[5] += player2_new_effect\n",
"\n",
" # serve\n",
" if (record['PointServer'] == 1):\n",
" player1_memory[4] += 1\n",
" else:\n",
" player2_memory[4] += 1\n",
"\n",
" player1_stats[match_count].append(deepcopy(player1_memory))\n",
" player2_stats[match_count].append(deepcopy(player2_memory))\n",
"\n",
" if (record['SetWinner'] != 0):\n",
" # end of set\n",
" if (record['SetWinner'] == 1):\n",
" player1_ahead_set_count += 1\n",
" elif (record['SetWinner'] == 2):\n",
" player1_ahead_set_count -= 1\n",
" else:\n",
" print(\"Nobody wins: %d\" % record['SetWinner'])\n",
" \n",
" # continued victory no longer have effect\n",
" player1_memory[0] = 0\n",
" player2_memory[0] = 0\n",
"\n",
" # recover some energy\n",
" player1_memory[1] *= K_SET_ENERGY_RECOVER\n",
" player2_memory[1] *= K_SET_ENERGY_RECOVER\n",
" # no need to update game diff, it will update on next iteration\n",
"\n",
" # update set diff\n",
" player1_memory[3] = player1_ahead_set_count\n",
" player2_memory[3] = -player1_ahead_set_count\n",
"\n",
"# player1_stats, player2_stats = player1_stats, player1_stats\n",
"# player2_stats = deepcopy(player1_stats)\n",
"\n",
"# for i in range(len(player1_stats)):\n",
"# for point in zip(player1_stats[i], player2_stats[i]):\n",
"# pass\n",
"\n",
"# print(player1_stats)\n",
"# print(player2_stats)"
]
},
{
"cell_type": "code",
"execution_count": 221,
"metadata": {},
"outputs": [],
"source": [
"# normalize\n",
"player1_stats_normalized = list()\n",
"player2_stats_normalized = list()\n",
"\n",
"for i in range(len(player1_stats)):\n",
" player1_stats_normalized.append(list())\n",
" player2_stats_normalized.append(list())\n",
" # this is in a single match\n",
" # min, max pairs\n",
" # continued victory, distance run, game score diff, set score diff, is serve, (ace, double fault, unforced error, net point)\n",
" value_ranges = [[0, 0], [0, 0], [0, 4],\n",
" [0, 3], [0, 0], [0, 0], [0, 0], [0, 0], [0, 0]]\n",
"\n",
" # search for min and max\n",
" for point in zip(player1_stats[i], player2_stats[i]):\n",
" # print(point)\n",
" for j in range(5):\n",
" # value_ranges[j][0] = min(value_ranges[j][0], point[0][j], point[1][j])\n",
" value_ranges[j][1] = max(value_ranges[j][1], point[0][j], point[1][j])\n",
" \n",
" p1_personal_performance = point[0][5].tolist()\n",
" p2_personal_performance = point[1][5].tolist()\n",
" for j in range(4):\n",
" value_ranges[j + 5][0] = min(value_ranges[j + 5][0], p1_personal_performance[j], p2_personal_performance[j])\n",
" value_ranges[j + 5][1] = max(value_ranges[j + 5][1], p1_personal_performance[j], p2_personal_performance[j])\n",
" \n",
" # compose a minus and a divid array for personal performance\n",
" min_array = np.array([value_ranges[j + 5][0] for j in range(4)])\n",
" max_minus_min_array = np.array([value_ranges[j + 5][1] if value_ranges[j + 5][1] else 1 for j in range(4)]) - min_array\n",
"\n",
" #check for zeros\n",
" # for j in range(5):\n",
" # if value_ranges[j][1] - value_ranges[j][0] == 0:\n",
" # print(point, j, i, point_data.to_dict(orient='index')[i]['match_id'])\n",
" # raise ValueError\n",
" # for j in range(4):\n",
" # if max_minus_min_array.take(j) == 0:\n",
" # print(point_data.to_dict(orient='index')[i]['match_id'], max_minus_min_array, j, i)\n",
"\n",
" # make it normalized, not exactly min-max\n",
" for point in zip(player1_stats[i], player2_stats[i]):\n",
" p1_tmp = deepcopy(point[0])\n",
" p2_tmp = deepcopy(point[1])\n",
" for j in range(5):\n",
" p1_tmp[j] = value_ranges[j][0] if value_ranges[j][1] - value_ranges[j][0] == 0 else (p1_tmp[j]) / (value_ranges[j][1] - value_ranges[j][0])\n",
" p2_tmp[j] = value_ranges[j][0] if value_ranges[j][1] - value_ranges[j][0] == 0 else (p2_tmp[j]) / (value_ranges[j][1] - value_ranges[j][0])\n",
" \n",
" p1_tmp[5] = (p1_tmp[5]) / max_minus_min_array\n",
" p2_tmp[5] = (p2_tmp[5]) / max_minus_min_array\n",
"\n",
" player1_stats_normalized[i].append(p1_tmp)\n",
" player2_stats_normalized[i].append(p2_tmp)\n",
" \n",
" # print(player1_stats_normalized)\n",
"\n",
"player1_stats = player1_stats_normalized\n",
"player2_stats = player2_stats_normalized\n"
]
},
{
"cell_type": "code",
"execution_count": 222,
"metadata": {},
"outputs": [],
"source": [
"# for i in range(len(player1_stats)):\n",
"# for point in zip(player1_stats[i], player2_stats[i]):\n",
"# pass"
]
},
{
"cell_type": "code",
"execution_count": 223,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0.88799225 0.41208656 0.18467467 0.08688903]\n",
"wpp_weights: [0.88799225 0.41208656 0.18467467 0.08688903]\n"
]
}
],
"source": [
"# calculate the weights and calc m\n",
"# personal performance's importance\n",
"judgement_matrix = np.array([[1, 3, 5, 7], [1/3, 1, 3, 5], [1/5, 1/3, 1, 3], [1/7, 1/5, 1/3, 1]])\n",
"eigen_vals, eigen_vecs = np.linalg.eig(judgement_matrix)\n",
"wpp_weights = eigen_vecs[:,0].real\n",
"print(wpp_weights)\n",
"wpp_weights /= np.linalg.norm(wpp_weights) # possibly no use\n",
"print(\"wpp_weights:\", wpp_weights)\n",
"\n",
"Rpp = np.array([[0.5, 0.4, 0.1], [0.3, 0.3, 0.4], [0.1, 0.45, 0.45], [0.8, 0.1, 0.1]])"
]
},
{
"cell_type": "code",
"execution_count": 224,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"wpd_weights [0.9486833 0.31622777]\n"
]
}
],
"source": [
"\n",
"# game and set\n",
"judgement_matrix = np.array([[1, 3], [1/3, 1]])\n",
"eigen_vals, eigen_vecs = np.linalg.eig(judgement_matrix)\n",
"wpd_weights = eigen_vecs[:,0].real\n",
"wpd_weights /= np.linalg.norm(wpd_weights) # possibly no use\n",
"print(\"wpd_weights\", wpd_weights)\n",
"\n",
"Rpd = np.array([[0.7, 0.2, 0.1], [0.5, 0.4, 0.1]])\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 225,
"metadata": {},
"outputs": [],
"source": [
"Rserve = np.array([0.8, 0.1, 0.1])\n",
"Rcontinue_vic = np.array([0.7, 0.2, 0.1])\n",
"Rrun_dis = np.array([0.1, 0.2, 0.7])"
]
},
{
"cell_type": "code",
"execution_count": 226,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"overall_weights [0.78684568 0.49352799 0.30065185 0.18283485 0.11612009]\n"
]
}
],
"source": [
"# overall AHD of personal performance, game and set, serve, continue_vic, run_dis\n",
"judgement_matrix = np.array([[1, 3, 5, 7, 9], [1/3, 1, 3, 5, 7], [1/5, 1/3, 1, 3, 5], [1/7, 1/5, 1/3, 1, 3], [1/9, 1/7, 1/5, 1/3, 1]])\n",
"eigen_vals, eigen_vecs = np.linalg.eig(judgement_matrix)\n",
"overall_weights = eigen_vecs[:,0].real\n",
"overall_weights /= np.linalg.norm(overall_weights) # possibly no use\n",
"print(\"overall_weights\", overall_weights)"
]
},
{
"cell_type": "code",
"execution_count": 227,
"metadata": {},
"outputs": [],
"source": [
"# calculate m\n",
"player1_m = list()\n",
"player2_m = list()\n",
"\n",
"score_array = np.array([[1], [0], [-1]])\n",
"\n",
"# print(score_array)\n",
"# print(np.reshape(player1_stats[1][25][5], (-1, 1)))\n",
"# print(np.reshape(wpp_weights, (1, -1)))\n",
"# print(wpp_weights.dot(player1_stats[1][25][5]))\n",
"\n",
"for match in player1_stats:\n",
" player1_m.append(list())\n",
" for point in match[:-1]:\n",
" personal_performance = (wpp_weights.dot(point[5])) * (wpp_weights.dot(Rpp))# 1 * 3 array\n",
" point_diff = (wpd_weights.dot(np.array([point[2], point[3]]))) * (wpd_weights.dot(Rpd))\n",
" serve = point[4] * Rserve\n",
" continue_vic = point[0] * Rcontinue_vic\n",
" run_dis = (math.tanh(point[1])) * Rrun_dis\n",
" # print(point[1])\n",
"\n",
" # print(personal_performance, point_diff, serve, continue_vic, run_dis)\n",
"\n",
" score_distribute = overall_weights.dot(np.array([personal_performance, continue_vic, point_diff, serve, run_dis]))\n",
" m = score_distribute.dot(score_array).take(0)\n",
" # print(m)\n",
" player1_m[-1].append(m)\n",
"\n",
"for match in player2_stats:\n",
" player2_m.append(list())\n",
" for point in match[:-1]:\n",
" personal_performance = (wpp_weights.dot(point[5])) * (wpp_weights.dot(Rpp)) # 1 * 3 array\n",
" point_diff = (wpd_weights.dot(np.array([point[2], point[3]]))) * (wpd_weights.dot(Rpd))\n",
" serve = point[4] * Rserve\n",
" continue_vic = point[0] * Rcontinue_vic\n",
" run_dis = (math.tanh(point[1])) * Rrun_dis\n",
"\n",
" score_distribute = overall_weights.dot(np.array([personal_performance, continue_vic, point_diff, serve, run_dis]))\n",
" m = score_distribute.dot(score_array).take(0)\n",
" # print(m)\n",
" player2_m[-1].append(m)\n",
"\n",
"point_data_dict = point_data.to_dict(orient='index')\n",
"point_count = 0\n",
"# save m\n",
"for i in range(len(player1_m)):\n",
" m_save_filename = path.join(filename_base, \"momentum\", \"momentum-%s.csv\" % point_data_dict[point_count]['match_id'])\n",
" point_count += len(player1_m[i])\n",
" delta_m_df = pd.DataFrame({\"delta_m\": (np.array(player1_m[i]) - np.array(player2_m[i])).tolist()})\n",
" delta_m_df.to_csv(m_save_filename)\n",
"\n",
"del point_data_dict\n"
]
},
{
"cell_type": "code",
"execution_count": 228,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Delta m abs max: 1\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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xa1SRly6t8yIqREsp26ijYSPTNLF161ZceOGFgccvvPBCPPTQQzXf87//+7849dRT8U//9E9YvXo1tmzZgo9//OMoFos1X18ul5HJZAJ/JCQkJCQkOonKbKNuJQZSeWkCExMTcBwHy5cvDzy+fPlybiqtxM6dO/HAAw8gEongtttuw8TEBK666ipMTU3V9L18+ctfxuc///mOjF9CQkJCQqIWqrKNupS8iCRrKZGXeTHsKhX9ezzPq3qMwXVdKIqC73//+zj99NPxlre8Bddccw1uvvnmmurLpz/9aaTTaf5n3759HfkOEhISEhISDFUVdrs0bLRY+i/NFR1VXpYtWwZN06pUlrGxsSo1hmHlypVYvXo1ent7+WPHHHMMPM/D/v37ceSRRwZeHw6HEQ6H2z94CQkJCQmJOlgshl2RZEnlZZYIhUI45ZRTcOeddwYev/POO3HWWWfVfM9rX/taHDx4ELlcjj/28ssvQ1VVrFmzppPDlZCQkJCQmBUYeYnqUQCLQ3mR5GUO+OhHP4obbrgBN954I1544QV85CMfwd69e/H+978fAAn7vPOd7+Svv/TSSzE4OIj3vOc9eP7553HffffhE5/4BC677DJEo9FOD1dCQkJCQmJGMC9JwkgC6N6QjAwbNYlLLrkEk5OT+MIXvoCRkREcf/zx+OUvf4n169cDAEZGRrB3717++kQigTvvvBMf/OAHceqpp2JwcBAXX3wx/v7v/77TQ5WQkJCQkJgVihYhBdM5FdC6lxgEDLuySN3ccNVVV+Gqq66q+Vyt4mtHH310VahJQkJCQkKiW8AUjXI5BC0GlLuUGMiwkUTX4ZxzzsGHP/zhWb/+5ptvRl9fX8fGIyEhIXG4gCkanhsBANiLwLDbrepQM5Dk5TDG1VdfjZNOOmmhhyEhISGx6MAUDc8hXkzL6U5iIJUXCQkJCQkJCQACeel25cWWysuShOd5KFiFBfnjed6sx5nP5/HOd74TiUQCK1euxNe+9rWq15imiU9+8pNYvXo14vE4zjjjDNxzzz01P+/mm2/G5z//eTz99NNQFAWKonD/0TXXXIMTTjgB8Xgca9euxVVXXRVIXa8FRVHw7W9/G29729sQi8VwzDHH4OGHH8b27dtxzjnnIB6P48wzz8SOHTtm/Z0lJCQkuhUsHOM5hLx0q6oRyDbybLieu4CjaR/mxbDbzSjaRZzxgzMW5NiPXPoIYkZsVq/9xCc+gbvvvhu33XYbVqxYgb/5m7/B1q1bA2Gf97znPdi9ezd++MMfYtWqVbjtttvwpje9Cc8++2xVcb9LLrkEzz33HH71q1/ht7/9LQDwwoCqquIb3/gGNmzYgF27duGqq67CJz/5SVx33XUNx/jFL34R11xzDa655hr89V//NS699FJs2rQJn/70p7Fu3Tpcdtll+MAHPoA77rhjDmdJQkJCovvASUGXKy+12hiEtNACjaZ9OOzJy2JALpfDd7/7XXzve9/DG9/4RgDAf/zHfwSK9u3YsQO33HIL9u/fj1WrVgEAPv7xj+NXv/oVbrrpJnzpS18KfGY0GkUikYCu61ixYkXgOdEEvHHjRnzxi1/E//t//29G8vKe97wHF198MQDgr//6r3HmmWfis5/9LP7gD/4AAPChD30I73nPe5o7CRISEhJdAsd1UHJKAMSwUXeGZCrbGEjyskQQ1aN45NJHFuzYs8GOHTtgmibOPPNM/tjAwACOOuoo/v8nnngCnudhy5YtgfeWy2UMDg7OaVx33303vvSlL+H5559HJpOBbdsolUrI5/OIx+N133fiiSfyf7P2DyeccELgsVKphEwmg56enjmNSUJCQqJbwIgL4Bt2F0OFXaB7w1tzxWFPXhRFmXXoZqEwG2+M67rQNA1bt26FpmmB5xKJxKyPtWfPHrzlLW/B+9//fnzxi1/EwMAAHnjgAVx++eWwrMYXvWEY/N+s8Watx1x3acRcJSQkDk/4hECB5xIVo2uVFzuovEjyIjFv2Lx5MwzDwO9//3usW7cOADA9PY2XX34Zb3jDGwAAJ598MhzHwdjYGM4+++xZfW4oFILjBHcLjz/+OGzbxte+9jWoKvFz/+hHP2rjt5GQkJBY3GDVdVUvBHhks9it5KWW52UpQJKXRYBEIoHLL78cn/jEJzA4OIjly5fjM5/5DCcXALBlyxb8+Z//Od75znfia1/7Gk4++WRMTEzgrrvuwgknnIC3vOUtVZ/LDLlPPfUU1qxZg2QyiSOOOAK2beOb3/wm3v72t+PBBx/Et771rfn8uhISEhJdDaZmKF4Y8Mg83K1ho0rPy1JpEXDYp0ovFvzzP/8zXv/61+Md73gHLrjgArzuda/DKaecEnjNTTfdhHe+85342Mc+hqOOOgrveMc78Mgjj2Dt2rU1P/OP/uiP8KY3vQnnnnsuhoaGcMstt+Ckk07CNddcg3/8x3/E8ccfj+9///v48pe/PB9fUUJCQmJRwK/xEgJbRp0uzDayXZuHiTyPhO2XSthI8eZSbGQRIJPJoLe3F+l0usoUWiqVsGvXLmzcuBGRSGSBRihRD/L3kZCQWAx46OBDuPLOK4HyShRGLkJsw7cwHFmD313SXWUgsmYWZ91yFgBiLFa0Iv777f+NowaOmuGdC4NG63clpPIiISEhIcFx19678Lbb3obnJp5b6KF0LZjnxXFC8Lo4bMQL6Xlq1xuL5wpJXiQkJCQkOH6393fYk9mDBw88uNBD6Vr4TRmFsJHXfaTAL6QXAjxicV0qYSNJXiQkJCQkOMpOGUB3KgndAu558QzfsNuFnheRZDGFSJIXCQkJCYklh7JNyMtSCS90Ar6iEeap0t1I9oLKCxnnUiEvh2Wq9BLzKC8ZyN9FQmLhwarHduNi3C1IlVMAAM8Jw6MagNuF58v3vIS4QrRUSOlhpbywaq+FQmGGV0osBNjvIlbllZCQmF/wsFEXhkG6BbvSuwAArrmMkwIX3Xe+AindSyxsdFgpL5qmoa+vD2NjYwCAWCzGS9ZLLBw8z0OhUMDY2Bj6+vqq2htISEjMH0q2VF5mws70TgCAay7n4ZhuVF7EsJGnENIiycsiBeugzAiMRPegr6+vqsO1hMRiwLbJbXh89HH8xTF/AU1d3OSbKS9LJbzQbliOhb2ZvQAAtzwMgGyAuzHbyDfshqGoJCy/VCrsHnbkRVEUrFy5EsPDwzM2GpSYPxiGIRUXiUWLf3r0n/DE2BM4ZuAYnL7y9IUeTkuQ2UaNsTe7F47nQEcUnt0DRcsDADy48Dyvq9R8X3kxANUEsHRI6WFHXhg0TZOLpYSERFuQLqcBABkzs8AjaR0sbLRUFrl2g4WMYspKTEPhKcgAIXy60j3LKjfsuiHAI7/rUgkbHVaGXQkJCYlOgKkVS2FhkMpLY+xI7QAAGC4JcYthwm47Z75hN7zkUqUleZGQ6CB2pXfh+qeuR9bMLvRQJDqIpUReWKq0VF5qgykvnrkcADAQ9fuwdVuGFu8o7RmcvCyV31WSFwmJDuKGZ2/AdU9fh1/v/vVCD0Wig2ALvumYCzyS1uC4Dl/cuk1F6BbsTBHyYpWGAACDiRh/rtvIa8akfhxReVkihl1JXiQkOgjmhchb+QUeiUQnwarSdtviNVcwBQnoPhWhG+C4DnZndgMACrlBAMCyRNh/vssIX7ZMlRc3BI+SF1OSFwkJiZmwVHbkEvXhei5Ml/y+i/13FsmL3YWpvwuNg/mDKDtlhNQQMtkkAGA4EYXn0XTpLiN8Waq8RLQoV15Ki/waZZDkRUKig1gqO3KJ+hAX/MX+O0vlpTFYyGhtcj1cmmW0LBn2mzN2mfKSp56X3kick5eyvbivUQZJXiQkOoilZOSUqA1GUIHF7ydgadLA0jF2thPMrLs6vh4AEDU0xEIagO40wxYtkm3UG4mDjbG8yK9RBkleJCQ6CJaquNjDCRL1wUKDwOInqQHlpctUhG4AIy/LwusAAH0xA7qqdK3yUnIoeQknoNGybqa9NOYiSV4kJDoIqbwsfYgL/mInqSIR6zYVoRvAwkb9xhoAQG/UgK6pvFBdt52zMiUvfZE4NMWgjy2NuUiSFwmJDiJTJpPHZF52Ml+qEEMti52kiiGwblMRugF7s6SnUUxZCUBQXtCd5MVyybXZH0tAU2SqtITEkkPeyuN3e38X2EW3A0W6sO1P5dr6uRLdg6Vk2BWVF2nYDcJ2bV76wLUSAIC+aAiGpnZl2Mj1XNggSuBgLAlNlcqLhMSSww3P3oAP3/1h/OTln7T1c12PTB7WIg8nSNTHUgobSc9LfWTMDDyQzsz5Iqnt0h83oGsKz+TpJsJH/HZkvMtiCWi055K5yAk2gyQvEhIAHt1LYtkP7nmhbZ9puRaguP6/JZYklpTysoRCYO1GqpwCACSNJA5Mk998TX8sEDbqJsLHium5dgxD8SR0lZAXGTaSkFhCGM2SbsA7p0fa9pnBtNOlMWEsJvx2z29x4X9fiKfGnurocQKp0ov8d5bKS32wkFFvuBe7Jknxtw2Dceiqb9jtpt//lelXAABueQX6YmHoNGzUTWNsBZK8SEjATynMWNNt+0xZrXRhcfe+uzGSH8H9B+7v6HECqdKLfFcri9TVR6qUAgD0hfuwe4KSl2UxGjbqPuUlSF4MGJK8SEgsPTBXftFJte0zpfKysGA1dnJmZ83SAc+Lu7g9L+I1200LcTeAhY3iRg+mC+R+Xj8YJ4ZdFjbqIsL38vTLAAh56Y+FYFDPS7dlRDULSV4kJABYHpm0LaTb9pkB8uJJ8jLfKNgkPT1rZjt6nKXkEwmohUtkkWsXWNhI90im0VAyjERYp0XqqGG3iwjfy1NEeXFKK0lKt0aUl6WykZLkRUICgOPRSVstI1duTwforFkUPl8uBPMNVhq90+QlYNhd5GGjQKp0Fy3E3QCmvLhODACwcTAOAIGwUbcQvsniJKbKk/A8BSui6xExNIR42Kg7xtgqJHmRkADgKv4CtGN6tC2fmSr6hekcqbzMO1jYKGNmOnocccFf7GGjQJG6LgqBdAMYeTHLEQDA+kFCYnRVhddlRepeSRHVxbMGcNTwIADA0EjYyOmSMbYKSV4kDnuULAdQ/EVn++TBtnxuuuQrOK5UXuYdjLxkrQ4rL0s026hbFuJuASMvOVrjZcOyauWlW9QqZtZ1SiuwZUUSALhhd6mEsCV5kTjskSqYgOrf0HtS7VFe0iU/bORCLgTzDU5eZNho1gj0NpKEOwBGXlI5QgI20LARqbDbXV2lxUyjo5YT8hLSQwCWTghbkheJwx6ThQIUWkwOAPZnxtryuTnTDxtJ8jL/mC/ysqS6SsuwUV0ww+54mhCVDctY2Kj7itSJmUZbKHkJU+VFkhcJiSWCsVxwcTtUGG/L52bLUnlZSDDykrfyHd0Riwv+Ym8PIA279cGUl2yeKBhMeRGL1HUD4XNcB9tT2wEArrkCm4dJdlRIl+RFQmJJYSIXNHROFSfb8rk5IdvIk+RlXmG5VkAFyVvtySCrhflQXiaKE/ib+/+m89WCKyrsep7X0eMtFniex8mL58QxlAwjHiYG2G7zvOzP7UfZKcNzdaxNrEXEIEpRWFtaYSN9oQcgIbHQmCwEi5hlrKm2fG7e8hc1Dws/qR1OYKoLQ8bMoDfc25FjiWpLp5SXO/fciZ/v/Dks18JJwyd15BhAUEUCyGKsK3KZKNgFrt55ToynSQOAoSkACEHohrChHzJajqOW+9d8iNZ5WSrJA1J5kTjsMVUMkpeCm2rL5+YFzwuk8jKvYDVeGDrpe5kP5YVVCa4kZe2GqLwA3WNAXWhMl0jbEA0hwDN4mjRAwkboorDRrvQuAJS80EwjAIhQw+5SCWFL8iJx2CNVCoYU7DZV2S0KlVeheHIhmEdULvKdJC+VqdKdCLWw71NJLtqNys/vhjBIN4BX10UcgMLTpIHuCxtNlYhy7No9OHK5T17C1PPiYWmEAyV5kTjskaYVdcNKDwDA03LIllqX/0sVEnw3SMqHC+aVvMyDWsG+T6cNwaKKBEjlhcH3u9DquiJ5EYrUdQN5YQ0kPSfG06QBIEI9L8DSSIOX5EXisAdrB9BnrAAAKIqD7ZOtZxxVLgSSvMwf5pO8zMfvzPo0dZq81PK8SPjkxbKiAIB1A0LYSFO6qs7LoTxRXlQ3FiBZEcMnL4u9HhEgyYuEBLLUm5IweqC4ZFLa0YYqu5ULgWkv7jTaxYRaht1Ooep37gDBYB6estvZsFElEesGD0c3gJMXk5CX4WSYP2cInhezC0jBGCUvw/EBhHR/iY/QsBEglRcJiSWBvEXIS8yIIqQQd/6uNvQ3MisWmqIkL/MGplQw5KxcnVe2jvlQXhgZ6+SO2fM86XmpA+Z5YU0Z+2K+iqFrfpE6y1l4UsCI1vr+ocDjzLALSOVFQmJJoEB3tYlQDHGtHwCwP9t6lV3TDS5qebOzu2YJHwvpeelEc8b5MOzarg3Xc6sekwh6XhJhPaBoiGEjswvOV8EmKuMRg8sDj4cNDZ7XPSndrUKSF4nDHiXHJy+9oQEAwFi+dc+LVbGIFSypvMwX5jNVujJs1IldLVOSOkleRAXJc0ltF0leCETy0h83As+JFXYtZ2GVKsu1YINc+0cuGw48FxKyopbC7yrJi8RhjzIlLz3hOAajywAAk6XWq+w6XgV5MUt1XinRbsyX58V2be4fYAtYJ5WXThp2GTHyPAWey6qxyrAREMzg6RdCRgCgqQoUdAcpYOEtz1NwzHBQeQnpfgNJqbxISCxylCwHDsiC0BeJY0WcxInbUWWXfS5DwZJho/kCW+xZVd1OKS+iEuI5EQCd9bx0kryUWF0iTwerGLvQi3G3QGwNUEleAECl52uhDbujObrpciM4Yqgn8JyhqfA8oqhJ8iIhsciRKVpQVLIg9IbjWNNDpNaik2r5s90K5UUaducPbLEfjpHfs1PkpSQWInQpeenAAsbJi2t2rMAYJ2Ku0VVF17oBXNGwY+iPGVXPqwolewscNnpp7BAAQHHjAVMxAIQ0VYaNJCSWCtJFC1AIqYgZMaxJEqnVUVoLM3ieB1cJLmJFqbzMG5hHpNPkhSkhnqd1dFdbsPzsqU6EpQDf8+J5eleVu+8GBD0vNZQXhXpe5pkUOK6De/bdg4niBABg5xRJNAiryarXkrCRVF4kJJYEUoLyEjNiGE4Qz4unZVva4ZZtF2DkhU4YkrzMH5hSsSJGCg92THlhJlfX8P0EbVZeXM8NmGk7FTrixmPPALqoYuxCw3IsToZreV4AQFUWxuD84MEH8cG7PoivPPoVAMCeFCExCaOn6rUkbNSZa3QhIMmLxGGNdMEnL1E9iv5IAgCgqBYhIE0iV7ahqGSCUDxS2EqGjeYPlWGjnJXriIrgm1wNTlLbrYwEQlPoXMYRV15cg5uPl0J4oVUw1QVQADdSU3nRlIXxCI0ViNKyfXo7AGAkS8hLf7iv6rVhXQgbySJ1EhKLG+miBQjkpSdMiAYUG0Wz+cUuX7K58qJR8lK2F/9uZ7GgMmwEdKZQHScWrtGxGhqVBffmRXlZQotcq2DkRfNiANSanhefvMyvUjWaIYri3sxBeJ6HiQLpfj0cH6h6raEJYSOpvEhILG6ki0HlJR4iRENRXGTLze9w06USFIWEnTQw5UWGjeYLrM5LMpRERCNG2k6EjnzlRfeVlzaTi8qaNR0jL+y7uDp42Eh6XnzlxSV9ggZqho0YcZ1fsvfSIZIVaXlFpEoZpKixeHXPsqrXylRpCYklBNGwG9WjCAmdV9OlYr23zYjpUp7/W1dISXGpvMwfWNgoqkeRDBHzYifJS8Dz0mHlpdNhI6K8kO8iPS8+eXHt6tYADFx5mWelKmv6c9TPn38OZY9c45WtAQBCXlj3a0leJCQWOSqVl5DqT0zZcvPkJVWkC46nQFdo2KjDHYElfMwXeWFhI8/rXNiosuBep8NGnpAqLT0v/nVjW0TBG6jpeSGq23wrVTmh8OUtW5+BopF5Z0WicdioZLV2jY5lSnDdzqTszxbzQl6uu+46bNy4EZFIBKeccgruv//+Wb3vwQcfhK7rOOmkkzo7QInDFumCCVBjbVSPQlM1vusUdzVz/lyqvCgwoCskRi6Vl/kDW/BjRmz+lBe3Q2GjSvLS4VRpeAbfoUvlxU9Tdx1CWvpqeV7UhfG8FCyfvGyf3s/JS19dwy4ZZ6mF5IF00cLpX/odjv27X7XkC2wVHScvt956Kz784Q/jM5/5DJ588kmcffbZePOb34y9e/c2fF86ncY73/lOnH/++Z0eosRhjFSpCEUhWUUxg8jCCsjklC01X84/UyKTiIYQdLor62RfGokgWKhFVF460SIgWBulMxkn8xU2Cvp3pOeFIW+RjYjnhhELaYgYWtVruPIyz2EjkbyoRgqKRsZai7yQVGnyu7ZCXvZNkesxEdYRDVWfi/lCx8nLNddcg8svvxxXXHEFjjnmGFx77bVYu3Ytrr/++obvu/LKK3HppZfizDPP7PQQJQ5jpIp+BkpUJ+EdlZGXFpSXDA05aUoIuko+byk4/BcLuPKid1h5sX3lxeMl4jusvHQobCRmTi0lY2eryNvUv+aGa9Z4AQBdXZhU6ZKQBKAY01C0YFsMEaQHE9tINX8N7aXkZe1ArOnPaAc6Sl5M08TWrVtx4YUXBh6/8MIL8dBDD9V930033YQdO3bg7/7u72Y8RrlcRiaTCfyRkJgt0mUyMemKAV0lNzYjL/kWyEuOvlcXyMtC9z05XGC5Fl9EonoUPSFSsKsjqdKiydXtTPXSefO8OLJIXS2wsJHnhqo6SjMw8jLf56ssFC9Uw6NcRa6lvACAitY9L4y8rFvK5GViYgKO42D58mB3y+XLl2N0dLTme1555RV86lOfwve//33ouj7jMb785S+jt7eX/1m7dm1bxi5xeCBTJjdimKbTAkQtAYB8C12gOXlRQzAYeemQV0EiCHGxn69sIzFs1OlU6Y6HjVw/bGQ70rDrk5dGygu5x+eTvHieF7jW1BApUBfWIojokZrvYQ0kyy1spPZMkvOxfimTFwZFUQL/9zyv6jEAcBwHl156KT7/+c9jy5Yts/rsT3/600in0/zPvn372jJmicMDOZMoLyxkBAAaNdjmrebJS54uOCE1zDOYZNhofsAWe03RYKhGRz0vomG3U72N5q1InaC8MG9EWZIX7nlpFDZiqdLuPHqEipYDF/61xupK9Uf66r5HVVoPG+3rkrDRzNJGC1i2bBk0TatSWcbGxqrUGADIZrN4/PHH8eSTT+IDH/gAAMB1XXieB13X8Zvf/AbnnXde4D3hcBjhcLhzX0JiyaJkObC8Mgz4Zl2AhHrgtdaLiBnpwloEhkY9L9I/MC8Q/S6KosyL54W0ByAbsnaTi0JlkboOKXiBVGnu35HkhXleiPJSL2zEDLvzR16m8n6mpIh6ISOAbMxcAGYLmY+HRdgoFArhlFNOwZ133hl4/M4778RZZ51V9fqenh48++yzeOqpp/if97///TjqqKPw1FNP4YwzzujkcCUOM0zlTV6gLm74yotBlZKi3bzywhacsBZGSJKXeYVY4wXAPKVK+xV22/07Z8r5wP+LLSiCjRAsUkeWBklehLCdG6pZoA4QPS/zd76m8iYUpfp4tcy6DEwhajZsZDsuDqTI+Vg/GG/qM9qFjiovAPDRj34Uf/mXf4lTTz0VZ555Jv793/8de/fuxfvf/34AJOxz4MABfO9734Oqqjj++OMD7x8eHkYkEql6XEKiVUzmzECBOgZOXlpQXkp2GdCBiB5BiMbDbUle5gU8TZoS0qTRwSJ1jl+kDiCyfbvJS7qCvLQSzmyEWqnSMtQZTJWuVaAOoMqLuwDKC+2fpqs6N6k3Vl5aq0V0MFWC43oI6SqGkwsb8eg4ebnkkkswOTmJL3zhCxgZGcHxxx+PX/7yl1i/fj0AYGRkZMaaL4sVnufBdm0eNpDoLkzmy7wpoxg28pWXFsiLU+LkJUw/z/bkQjAfmFflRWxmCJLp0e4FnykvnqdAUTwUWiDVjRBoMgnpeWEQw0a1CtQBQIiGjdx5Ji+KSn6fdcl12JneCWAG8qKyzufN/a48Tbo/ClWt9q3OJ+bFsHvVVVdh9+7dKJfL2Lp1K17/+tfz526++Wbcc889dd979dVX46mnnur8IDuAqx++Gm/40RswUZxY6KFI1AC5+auVlzDtb9RKVgd7b1QP835JskPv/KCSvCSMBAAga3VQeelgbZS8SQ27Dm3w2Sny4oj+Haa8yGuWZRuhgfLCKuy6mG/lhfw+G3o28McbhY1YtW+rSeWFkZeFDhkBsrdRR/HY6GPImlnsSO1Y6KFI1EC9sFFII3JoK+TFpO+NG1GEqfLmyLDRvKCSvLC/Sy14mOohmKFDTa5tNtQy/5TnEHWwU54X/rmuAYPu0DtFXvZM5pEvdz8x8jxvVqnSrBzCfCsvLGy0oXcDf7w/3F/3PToPGzU3F+2ZIirUQpt1AUleOgomKXcqtVGiNUwKht2g8kLISyu/m+WS3z4RiiKsk89zZNhoXsAMljGdTLDstxWL17ULfoVdwbDb5rBR0akgLy2EMxuBkTsNfsFGswOEe99UAed+9R5c+Z9b2/7Z7YbpmlwxJUXq6pAXjSovnjtvY5su+GGjWSsv9Hdt9j4gadIOnjG/ga89/rUFbXkiyUsHwSRlmWXSnZjKl7nywhY6gIR6AF89mSs8z/PJSziKiE4mPAfdv9NcCqhSXoRMsspqta0iYNjtUJG6EjUgM/LSSl+ahseh13tYj/AwiOW0X0nYPpaD6wG7J/Mzv3iBwUNGAOCG6qZKM6XKncd7fDJXrqm8NPK88FYlTa5Je6cKUIwUXsk/hFtevIXXsFoISPLSQTBWKiurdicmc8GO0gwRSl6sJn+3kuXySSURinHy4krPy7ygkryE1BBURQ081y7UKlLXSvXSWjBdSpA4eelUhV1ynJgR4Sm1Vgd69aSL5PyU7flTKZqFn2lkIKwbiNZoygiAl0Pw5jNsVCjxwnTrkuuggBhoG5EXo4U+a57nYc9kAaoxDQBYGV9Zs9jsfEGSlw7B8zw+scl0w+7EZN6EojJjrU9eorS0drPkJVu2ACrnJkO+8jKfu7LDGSxVWlfDuOelMViOhwht/9Bu3wv7PFF5abeUzlQ8Rl46JdUzpTFmRHlKbSfmrvFcFtF130Yp9tu2f3a7IaZJ98dCdRdrnRt254+QTRb8Xl2JUAInLDsBMT2GdT3r6r6HKUTNJA+kixayJRsKJS+rE6vn/BntRMdTpQ9XiBOMDBsRZM0sHjr4EN6w5g11e2/MJ6byJhCr9rzEDKK82F5z5GXfVBEKVV6iRgSeIZWX+QRTV57bV8S3b3sMn3/HcYjqURTsQvvDRowMeTrv2NvuBd9GUHnphIfO9Vyeyh8PRWCpNNuoA+Xut2eehx7fBc/o/ia6/Hpp4HcBwMtheHDqtr9pN6YLBWCQ/DukhnDjm25EyS419LwYmgE4za1JLNMokcjCAbAqsaqZYbcNUnnpEALkRSovAIAbn7sRH7/34/jxyz9e6KEAIDFjRjLEOi+xECFWzdZl2TWR5+GosBbmyosnlZd5AVtwskUyvT26e4qT0/aHjQiRMNSw0ICzffe77dr8uuHkpQNhaHG+igvKS7sNzgCQKhLFwFNseJ7X9s9vJ4LKS/16XSHNDyfNh2nXcT1kyoTUhtQwFEVBWAs3JC6AX8Oqmd+VNWSMxwjplORliUKUp6XnhWC8MA4AeHn65QUeCelrlDedmqnScYOQF6dJ5WXneI6Tooge4UqOp8xfPPxwwY9e+hG+8PAXAgsGIyimRRabbQfS3LRb2eSwFZCuvizUEuH1fJqtoVELItmK6T0AmjeSN8JYYQwA8XYkQ3GBvLT/ms2yujWKA9Ppbt+LSF42Dyfqvi4kFCKdj3pOqYIJj84xYX32ptmQxnowzX2MTHlRuyRsJMlLhyBKuzJsRMBI3IHcgQUeCQ0ZATXJSyJE/u3CguvOfWcoKi8RTSAvUnlpO77+xNfx45d/jO2p7fwxRlDKJtkN754swFDIb9BOz4vt2tzjEDP8NhDtNLky8uJ5KvojSXrc9s8n+7P7AQCuOYBEWOcejk4oL4y8KIrd9aZdv6N0CCeu6av7urDmOzCceegsPV0w+QaJlXaYDRjBboa8jKZp9qwyCUAqL0sWvMkZZNiIgRG6A9mFJy+TOTIWTa/ONkrQsBEUq6nJdddEPjCxMPICSV7aCsu1kDGJhJ0up/njrM5LsSxI+Q5r+dC+sJF4jyeMqK+8tFFp9T0XBgbjpKqp1aQi2AiMvHjWAGJhnWcbdYK85E1KCBQHZteTF79A3YlrGtRPEcjLfCgvU3mLV9edG3lhysvc1ySy4XNQcKcASOVlyUKMIcuwEQEjL6OF0QVXoybz5PdRaqRKx6nyoig2itbcdlGu6wWVFz2CGDXsQnFgd7lMvpggEhaxbxFb8AsCeSlbWuC5dsBvZKggFvK7h7dTGeH+EDeMZZS82B2YT5ga6lr9VHnpXNiowH6DRaC87EuREImGCI4YahQ2ml/lhdSoakV58cdYshx89mfP4Z6XxmY4pgnFSMODi7AWxmBksImRtw+SvHQIojy90At1t4CRF9dzMZofXdCxsLARlBqp0kwpUW0UzLntokYyJZRtl7eqD2thxEP08xZBjH8xIVVK8X/XIi/5kj+9FUrtJy9iplEibHDvgdXGSsoTefq9vBAG48Sw24lKzftzftgoFtJarsTaCCX6GyiKh4LZ3Ru7vdOEvAzGktAaNCIMaRo8jzw/H52lm1Vewpy8+NfQHc+N4D9/vwdfuePFGY5pdk2NF0CSl45BZhtVI1P2F46F9r2QsJEHtwZ54ZOBYqM0R+Vl1ziRxFXN97ww8qKoNspz/DyJ+kiVU/zfInlhnhfP9Y2MmQKZaNvpeREL1MVDOu8e7npO2zJOJgvke6kIIR5iRvIOel4s4nkxqOel3QsxqX/lzwN5c+HKy88GI1mi7q1INM7i0TWVN7PsBOGrRLPKS1hn3a/9MT53gIRed07kG3r8pgomr/Gy0H4XQJKXjiHgeZHKCwBgJOMvMAvte5nkHVnJzSqWkGfSqqLYKJpzW4R2TuQAeDwTIKJHEDH8yaVgyWuhXahHXrjJ1Q2DbZYZeemE58XzdMTCWiDro133/FSRkGEdET8LDp1TXjxrALFQ5wy7edOBq5jC/7ubvIzlCHlZ21+/2SEAGJoCoHM+oUoElBd99uTFL5jpX0PPHSDf0bRdHEjVvj88z8O0oLxI8rKEURZKeMvGjATihL7QystUvgxFIzt0TdGQMPx4tq+8WHMOG+0czwOKA0aKwrpf/wMACgs0WT+5dxp/eN2DeGLv9IIcvxMQyQsz7gLBwmLDyQiGk2G4bvsNu7zvjRtCIqwjYgjkpU1q63SRkDJD9cmLC6ut9VHS5TQnf645gHhYg846obdZeUkXLZ7hBwB5szMdstsB23GRLhPP0caBgYav1VSFKy/zETaaLvgdpeeivPSHlgEALGRRdspwXQ/PH/TvnZ0TtftNZUo2bNfrmjRpQJKXjkFW2K2GaDTkOz3PQ6Y0/+dnMmdC0ciN2hfu471vAEF5Uedu2N01keeTCkDCRiJ5yS3QZP3jrfvxxN4U/vepgwty/E6gFnkRO0d7roHeqIHjV/cCLvkN2kle/FBLH2IhHRGh1ke77vlUiVyjIS3iZ8HBa2tGC9tIaG4S8EKIh3SEWKPBNi/EqYIZIC9Fq3s3dq+M5eCCzONre/savlZXVXiMvMyDYZe0Npm756U33AePZt4dyB3A3qkCsmX/Wto1nqv5vmnqEdTDKQDAqrhUXpYsxLCRVF4IRLl7Pw0b/f0vXsCrv3Annt6XmtexTOZNKDpZGPojQUm4Jc/LRJ73S9IUDYZqEPMjNfMVrIVRXvbS6pjZ0tJJ154u+SoSUw7E8BHcMCEvq3rgee1XXvZl95HDWINIhDVEDANemztLZ8rkGo1oUSTCfmiznXMKI2GqQ7JH4kKdl3YvxOmCBQjkZaHuh9ngmf0pfi8nQvUzjQAWNqKelzYRy+1jWeybqi6q6LgedozlmjPsGhpci6hIB7IH8NzBdOD5esrLJCUvakiGjZY8xLCRVF4IXMFouC9DJsxfbxuF7XrYdnB++5xM5X3lpRF5mUvYqGw72D9dgBoidRCCjnyyky0s0E5zzxT5rtkFULk6hVqeF5aBFFETADT0RA0ct7oX6EDYiJMXcxCxkI6wrvLmjO2653O0JkpUj/pZa2gveWHKi0cXtXhY4w38milm1gipirBRNysvz+xPAyqroBxr+FrRsNsOwpcuWrjoXx/EH3/rIVgVGYp3Pn8IB1JFREPk8bmQF0NTOXnZn9uP5w5koGhZJDd9A0b/AyTsXQPTtMaLp6YAyLDRkkZQeVk6C0YrECvMpswp7E+lcSAzBr3naeRK8zuJTebKPnkJB8mLb9j1kJuDR2XfVAGuB0RjZHeyvmc9f06hi1pxAXaaluPiYIpcj0tJealFXqbL5NyHVVJKvzdqYPNwgmcedYK8eBbxiYQNn7y0q7ZTjhbci+sxxEO+stPOztJMebFNch/EwzoMWrfERfs9LxAMu8U2d/luJ54fyXCiNRN5MVSF//btMOwemC4ibzo4lCnjqQpV+jv37wQAHL+GjGlOdV50FR79nQ9kD2DbwTS0xItA+CCMvq0k7F0DrMYLFA8hNYTB6MLWeAEkeekYxJ3RZL59/VQWMzwlSOLu2/kSImu+j+jqW/BC5tF5GwfvazRT2AhAtjz7yXUH3bX09hApVmxNr3DlZf7Jy4HpIhyaApktLx0iXavOC3vMUEgp/b6YgZ6IAXjt97yIyks8rNNaH+3tLF2kpuBEKIaIoQEu+fxOKC9mqQ8AiOeF+nfa73mpUF7s7lVeJnJlrrzE9XjD15IaMO0z7E4X/PNy38vj/N9b90xh655phDQVR68iHqi51XkJKi/bDmaghQ8BABStgAOpIopm9finCsFMI9EjuFBY+BEsUQSUF1lhl9S9oI0JXYvsin+9+7fQY7sBANPl8XpvbTtYgTpNJwtDJXkJqX7WSMGc/WLHdi3hKOn9EVBeKHlZCJl8rxA3P1yUF80ji01v1EAyonPlJW+1h7yky2luEnbNAVLnxWh/2IgpE8lwDNGQT47a6nmh5nm7TBa1WFgTysi3mbwUzYDnpdTFnpfpvMU9L3GjMXnRNd+w2w7lZTJvQu99HFrihQB5+c59uwAA//fk1dBU8tswpXg2MHSfvOxO78NU3oQWIeRFpdmXtdQXorx0j98FkOSlYwh4XmTYCGVhh+WawwCApzI/448VrPmTj1lfo3CYkpeKsJGiKFBBdp5zyQ5iBeoslZTZFsmLysjLAuw09yxR8sKICgDkrBxcz/VNvI5PXiKGBp02ZuTpzS2ChVoUNwl4YcTD1PNClZF2kZeyS8hWTziOqKEBlLyU3fYs+o7r4GCOZKC55gCihoakGDZqU7E9hkyF56Vkd+fcWLYd5MolKJQgzBg20tqbKr0/fQjRVf+N6Opb8MyBaUzlTewYz+HXz5PK5FecvZGHDiN6pNFHBRDSVHgmNezm9gPwYERpWwCVhPTqkZduqvECSPLSMRzuReqe2Z/CuV+9B796jtxs6ZK/43XLQ+RvxX+snXL+TGB9jTSjtvICAJpCyEt+DqSK3PQucg7ZyaxPCuRFIYtByZ7/nebeSX8yyi0R8mK7diCzyIOHnJXjhMa1yWLTGyW/Y5wWIWzXdbY3uxcAoFikbkYspCGsa9yT0q4Ni+mS668vkqDKDiUvbbqOxovjsFwLqqLBs3uxfjAGRVG48uK12fMyLVSGBRbmfpgNUhVZUTMadlUVPGzUBsPuaI6ot4pqAmoeD26fwNd+8xI8D7jgmOU4cnmSkxdRKZ4JsZAG1yLzXckpQDEm4ap+xpGiFbCzRrr0VN6EopP7bTg63PT3aickeekQRCWhEy3sux2/fWEMuybyuOO5EQBAqkhLtnsKNKf64hfJXqfBwkasSF0t8qIr1OA5B/KycyIPRc/A9kzoio6ViZX8OUaGSguhvEz6aoPpuHNO/+5GsKaMChQ+eWfNLPe8WFaQvCRCRIlpV3sA3+/CMnRYthEN67QpVGxR8jIYSyBqaPCostOuyrTseyT1IQAqNgyS8xTukOeFVQxmKHepKj2VN3nIKKSGArWaaoEoL9Sw24YMrcmCn32pGGl85/6d+OWzo1AU4BN/cBQAP3Q4F+XliKEE3vu6o+DZxBOmJ18IPK9ohfphIzpf9oYbt0qYL0jy0iHkBa+E3YFeJN0OVtSIhSmY8qJ4GlYIBY7YDrk8j1kHLGzkKmQnURk2AgCDLoizNdhmShYmcmWooQkAwJrkGt7cDvDDRuUFkMn3VtSKWAqhI+Z36Qn38Mk0a2a58lIukwm9h5MXoryU3faSF7PEMnSC2UbtUF5sx4VDi6QtiyeJYddj5KU934OZdcMeUUPXLyP3Y0gn36PdykuqFNzVtzNrqp2YzptQtNmlSQPBCrvt8LxMlXxVUTVSJG0bwB+evAZHrSDEg2345uJ5UVUFn3nrsThueAMAYNnw9sDzilbAjhrkZbrgk5e+cN+sj9dJSPLSIYgpgIej8jJF3fKZIvnuGR42MrC5bxMAUgE1YZ0BoH0x/NmAFFxyYYFMpLWUF5+8zG6R2E1v+J6eFIBgphEAaAsUNvI8rwZ5WfzXI/O29If7kQyRyVxUXopFQl6Y8pIMkwXI9Zy2EAtGXhyTFnYL6YGwUTuUl3TRgkLTipfFkzA0lWdNZedgJG+EkTxRRl2rDwC48sKzjdpMXrLl4LXYrWUkpgomT+meyawLkPopXhuzjdICyTNCRIUJaSo+8sYj+eNMeZlLthHDxj4yPxXVavKyczxX1X5iKifJy2GDorBISeUFSNOO0ioMvGrFZhQP/CmK+96DIwaICmPNI3mZypcBrQjWf6iR8lKa5c6QFXfqSdI06WSQvOhUdi7Pc7Xl8VwZBdOBqgDLEjS8sgSUFxY26g33cvKSMTNcecmXCHnpi5Hz3hf2K6SyrtOtQEyTBoCooSEkhI3a4XObLpgAXTAGIn0AfO9Uu5QXRgILBaJMrR+kygv3vLTZsFuuUF66NFV6rsqLLhp22+B5yZr+eVo9RM7RX565Hmv6/bEw5aUZ8sKKzDGipSmEdCt6AdmSzSvqAqRhY7Zs+2GjiAwbLWmIsXW3zVUqFwOYr4T1Lcpy8qLjiKEE7MxJcAqbsGWYeAbs+VReciZUWqAuaSRhaNXx7BCdEGZrjGRltY1wdZo04Csv5jyHjVh58ZW9UQzECXnJlRf/9chISpXyQsNJnu1nGwFATyTMU1lbNe2W7BLGCiRDw7MGEQ9pUFUlWGG3DYrCRK4ERSNj7aPkRaNZcO2qF8SUqnSeXBtMeWHdh9sZNjJtF8UKb5vZpar0lJgmPUONF4AadttYpC5v+aGbo1c7+OzbjuVeF4ZWlJc1iTWB/x87eCwAoDdOPlP0vZCaM55UXg4XiLFc53BUXirCRqzYmwoDx6/uga4qWNkbwfoBonrYmN+wEW/KSBeFSoS1uSkv7GY3aZp0ZdiIKS/zLZMzs+76wRiSERpyqAgbeZ6HHz66t6qSZzeDkZS+SB8nL5PFST7pe04MsZBGQi0AeqIh3pyxVdMuS5OO6nFynDAhpmFd9bON2rAoH8hMQ1GIOsh8Pc1kwTXCVJm0srCtOEK6ihU9rPAZI/TtU14qO0oDgNWlfd+mC+asWwMAwd5GVovkxfM8FGyfPGTtSVz+uo3E8ySArTFNkZekT140RcNJwycBAOJR8pkHpn2CP5UnHaxZI0hJXpY4ysIOw8Hi3+nOBZ7nceUlbzqwHZfXS9FVA2v6Y/jh+16D/7z8DPRFyMTgwUTZnp8smKkGTRkZ2IQw22JguyZyABxkbJIaXqm8GHTRKc9zwcIgeSGLbKYibLTtYAaf+umz+NRPnpnXsbUCphj0hfvQEyJFD1koR1U0wI1w1QVAoFBdq8oLO86y8CoACj+vYd031LajiNxIlqh4GqI824WRl8osuIyZaep7sfPoOTGsH4hBVUkvLt+w227yEtwMdGsZCZJtNHvPi6YqXNlr1ZSfLdu8mzUAjOZHa76OqcKtKi/retbx9OdwmFxXB1JB8sJUF13VEdNnJnPzAUleOgQrsEh5bZESFwtyZRuW4xu+siUbOaq8sBTkUzcMYPNwAn0RMjEoqjVvNUjEvkYD4YGar4nojLzMrLx4nodd43koRgqOZyOkhrAitiLwmoVSXphZd+1ADAmqEFR6XkbT5LcR49zdDhY26gv7ygurvRLXewCoFeTFANrUWZqRl7hKJvx1A7THTJsr7B7KE/ISUny/jq6y7+BflyW7hLf99G34s9v/bM7HYOfRc+Lc7wIAYZ2du/ZtKNJFsoMX0a3kZbrgp0rPZrE2hMaMZotzPfHb+OR0rDBWs1ggr/Myh2wjhuHYMM+G3Ny3mSt7Kq06vn+6krxQpTrcJzSbXVhI8tIhWBU77G69STuB6Xzwu2ZLNs/a0SsKKsVo8TAoFvLlzisvvK/RDGGjCN3NVP6OtTCeLSNvOtCp32Vtci00NSjxMl9NPS/E39/+PC7+9sNtV5/20AJ16wfidcNGLMRXq6dJt4IZdgPkJUPIS1Qj/++pUl7a09+IKzwOKVDHa6Poqt/bqA33+0SBEIuo1sMfY+RfLKs/mh/FdHkaO9I75pR67HkeN+x6dhzrB32FgYeNFK9tVXYr+xoB3ZuJOdewka4qAJjfqTXyMinUmAFI3ZjJ4mTV65qpsMugqRpWxkkdqiP7juShIE8h88X+ad/U3o1p0oAkLx1DZfZMO3uRdDumCsHvmilZ3GBoVJAXJnkqqjUvTQN5X6MG1XUBIGpQ5WUW5IU1ZBzoIymNlX4XAFz2r0WGCqaNmx7ajUd3TeGl0WzV862AKS/rB2PoidRWXlIFct6LllOVItmtYIrBzkMeHt9ByMihAqlsHFb8jtIMPREdoGGjVj0v+3KEvJSLRLXbQBULEjaiqdJtuN8ZsUgYfnaHUUN5ESsNi80qK3Eofwh//ss/x893/BwAybpiJMtz4vx7AEDE8GsUtSN7BqAdpSvDRm30AxZMGx+85Un88tmRlj9rLn2NgGCdF7NF8jKdN6vOE7u2RbTieQGAoweOBgC8auhVfBNn0vIRYthoMtd9BeoASV46Asd14Fb4XA4v5aWCvBQtrryEKjJ7ojpVXtT5UV78vkbk5qwXNorS3YzjWXDdxgs6M+smEmSxqfS7AL60W+s6eGZ/mnd9Thfbd51YjosJ+n0tdRSP5L8BNXSoKjzHlBfH9WA67U2N7RTYIn3Lw5P4zXOZwHM6SJilL0BeDO55aTVVel+GkJd0hpCk9ct85aWdYSOmLvWE/AUjVCPlPkBehGaVlXhk9BE8M/4MfvTSjwD45AgeCakFlBfdP3ftqBgL1FZenDbOiw9un8TPnz6Ib927o+XPEivszoa8kH5oZDn9353/jb/45V/g+y98v+VjM1T6XlzP5ddYs+Tl7878O9z4BzfizFVnckWlaJN76WCqyDcy0wUTii6Vl8MCtaTbw6k541QleSlZvDhbWA3eaEzyVBQTuXlQXlhfI50qL/XCRrEQlWIVG6UZQjnErAuoISLt1lJe2KJTSyZ/Yq/fYLCd5IWRSFUB7tjzU+woPACjb2uVwjVd8P+/WEJHbJFO5UPw3GjgOc0j5KXS8+K1wfNiuzZvZDgySZSKjTXCRu1QXnI2IS+iOlgrhT9j+eSNEZ5aYIoTS/MWQ0aAH/4CgJjuK6TtUl5SNbKN2lkDi80frdYxKpoOipbDexvxDdZMcMl1tz+3F0+PP43rnrquqeOL5IUdu5K8iGtMs+SlN9yL01acBkVROCnJ2zkoioOS5XIP3GReho0OG4gXFouzH1bKS8EE1AJCy34HxZhCpmjzbsphPRg2imiUJKgWcvOgvDBipdJso4FIbeUlxkmVhcIMCzpTXkqobsjIwBSnWsbtJ/akYPT9HuEVP0Wq0L6UcTb59MdC2E9DHVDLVZN7uugvKMUO9z1yXAcPHXgIGTMz84vrwHZt/n7PjsFzgjF/T+gozZCM6DxVuhXyMpofhe3ZMFQDpWISmqpgdT9ZYMSwUTt69hRsoqgsi/bxx9hCJc4xOaGgWSPlhb2HGUB5E0snBl1VsKrPP49hwz937agYCwBpoWotC385bayBxeaPVusYMSVS02afbQQAWvp8lEb+D9537EcBkAywZjatU4JZeFMvqUZeGTYSyXEzht1K9IR6oIAYcYd6yXlk6dLTXdjXCJDkpSNgk4TnaVyqPpzIy1TehNH3OMJDdyI0eC8yJYvvFFkWD4OvvLhIFzvf38jva0RbA9SorkvGRcep2jOqEaRAnYOMRSaYmsoLnWAqd5qe5+GJvdMIDd2JUP+j2JneOevvMhMYURtMhLA/R2qTKIpZlSotGqxnImqt4rd7f4srf3slvvrYV5v+DLEpo+dE4TnBnbHDOkrHaqdKF6zmyQsz6w6GVwBQsaY/ymvJiF2f29EGwvRoF9+4T7BrhR9nGzZi85Lt2ZgqTQUK+q0diEHX/OUgrPmG83YVVhTrvCQMEnJz2+l5oaQl3yJ5YfeNrs+NvOhKAlbqNbhw7R9CVci5ZARxLpjOmwCt7ntE3xEAqpUXpqLpih7oodYsNFXjxvfhPhI6ZhlHU1J5OXzADYGu3lYD32LBdMGEqpOdsaIVkCnZgjM+SF5ESTZdqm4INid4HvD4TcC+x+q+hKkRNjWm1QsbsUVCUeyGXZg9z8O+qQKU0BRcuIhoEQzHqrtmM8WpsmDhnskClYnJNZOuaFzXCrjyEtdxIEsa8EE1a2YbadGdUPRUx8NGIzlipnz80ONNfwYjL1E9AYDUdBFhmeSaqpcqnS43f535adLLAQRDLSHNL1LXatl703b5NboqOcgfD7MUfiEhQCQvjcJGolozVhjzw0YVadIAEDI0Xrek1Ka5ayRd4qGYJCUv7VRe8vTaLZjOjD61RmDKi0qVl9nWNWHkz3H9MAz3Fc0BYtiIkZd6yks7VBcGNuaBJJkfDqQK/ngkeTk84CsvRlt7nSwWiBe7oprIFC1+s8Uq0vpIFg6RK1OlFnvOHHoOuP3DwM8/1GBsZUAx4YCMp17YiMeRFbthKCVTJDVtmN9lbc9avusSEdHYrt/EP/3qRXzr3h0wbZf6XWwoKjmG38CydUzmyHWYjBV51lStejpT5YOIbfh3RFf/oOPKCwvZ7Mvua7jQNgLbzcZoCnFl2KhcJuRFTJUO6So0kN+0sjngXMCq6+ou6cIsZuioqsKLyJVaJC8pIT11ZcInLxGuvPifL4bgZqO8AJXkJRYgYQAhYuBF19pDMPZPF7ny0hMmu/zKxIYAPA8YexGYpecmXzKh926FEhpH3mx+zEx5YbVWEqFEo5dzGLTAn+N6fF6ZKk3N+fiT+RI/T0f01lFeaBHUZtKk64ERkx7aIuDAdBFl2wnM5zJstMTBLiy4ht9l9nBSXvIWr2ALtYxMyeKLJ0tBZlAUBbrCFpUWlZcMTZEs1t/tTOZMKDrZ0YbUUN1dVZiHjRp7XpgBOBolk9SGng01XxcPMaOlievu2YGv3PEirrnzZUJeBBNjptw+8sImYSOS8h9UrCrPS8aeIE8ZqY57XkS/yfOTzzf1GSzTKKwm6SM6FM/fgRZL5FyLygsAhKm/KtPCdcYK4Vklsjitr1j0WSXlVosRThWEKtBRP7QZpdelaPyeKs6OvIhz0FhhLBA2OmI4uEAbAfLS+sbLtF0cTBf5td4b6iPHhs0z7arwzK3AdWcAD/zLrI6xr7gN0VU/RmT5/7SUuciM7p5C7u2EMTvyommEvFiuiyRNb29GeZks+Erapj7ieRkvjAeM0x1RXqgKHY3QFgGpIrbunobten6Cg1ReljaYv4MoL+1LnVwsmCpUKi82n2zZIi7CUFrfEQPwSUuDOh4B53ykfrVIXn9mBuWFhWYiMUJeKrtJM6wbIAvtmoEQ/vgUUpr72/ftwB3PjgYyMLJmG5UXtoM0/AJXimqhaDmwaEp00XT4Ll5RTRRb2LHOBmKa8rbJbQAIybrh/p1cKZoJbNFlKdEAACHjKF8gv11fHfKSb4PnhaVJb1wWJC8a9R88N/kE3nXHu/ClR77UVO0cUgW6esGIGuQ72ILyMpL1F8ixfP2dvljf5lDhEFcFPCeOzUPBBVoTiq6V2kBeSOotoNFrvY91JlZsmHad9PyJl8nfU7PzgWVMch4UPdeSaXeqYIG0pCTXyWw9L4ZKltND6RKe3EXOWVOelyIhL7qiY1V8FTRFI4XqSv59zMPwWvuVF1ZGYv90Efe+Mg4A0PRi4DXdAEleOgAuz7qHZ9hIdKcTg6jFF8h4qPpmM2j6dMsLNyvQ1UDlEktd1wsZAcKORrF4c8laYAZgtU436crP27Iiiq/+yavwR69eA8+rrqaZN9tnWp6iY7PVCf9Buniw0NF0wYSi0Il+FplVraKW8vKte3fg73/xAv7j4T2z+gy2IKiuv6i4tn9dZYvk35XKC/NXNWvY9TyPk5dDU2Sxr/KKeKTqbs7O4omxJ3DLi7fgldQrcz7WaDYNRSGLurhgxJjy4onKS4r/ezxff7GsVF6mBM/LEcM1FmjmeWlD2GgfrdiqG+Sz+il5URSnflXpMvV/zdL8zDpWK6rVEnmZzpuAYvOO2rNVXnSqvDy4YwKmSa6LkdxEo7dUwXJc3lw0bsShqRqGYiREKYaOmLrfTuWFtwigc/eB6SLufWkcpDtf49ISCwFJXjoATl483e8ye5jUeXFdj5aTZmEjE+PZMkAXyESoumYCq13RShYIAIBN4o2Ul1yZh40a7SJYPRpFtfGpnzyLG+7fiW0H0/j1tlE8stPfAbHQjKuRHUqtTCNArLBLroO/e8exWN1HzsWQEEZu+RwIYGMreuP8MVUN1sJIFSz+2yiqg7zZ2fCmSF62TRDl5bHdRAGYtfLCmwkK5IX6Xgw1BLghGJpSRV7itMx7wWpO4ZssTaJoF6FAQbHYC01VsKY/SF5i3hbkd12Fvzr2i7z8ejO+h4O0KaOKUMDXEA35xRMZMoJhd7pB2KgoKi/5QxinKk1U68FQoloRVajyYraDvEyR351df33MO6E4KNdTXkw6h8yyIjJvVqmYLWUcianKwOzaAwCATpWXJ/ak+LW5a6q6Mm4jiG0JmOKzPEbM4aJplxHRZmu81AKbD22aiZkt23hxNAtV9+9Z1gS1GyDJSwfA5FkxbDSXniOLGZmSBddzuNlNUcsYSRcF8lKtvHA5v13Ki2sDbvWE6Pc1atwagIyJTAqxsIei5eDvf/EC3vqNB3Dlf27FJf/+e7x8iCwYxABso4zGyksleemJGPiXS05CT0TH2VuS/HXFNqTYMjA/Ttb2d2wKXTwyNOMoVTAB1Z/oWw7dzYB90yn+74P5gxjNjWPbgQwAb9aZTixsZFs+EfZoxhFpyqhgXUXqLwDEaMil1GSdF2bW7Q8PA56O1X1RhPTgMSK6Bre0Dsf3vQ6rEqsC450LxnhTxmTg8Rj1jLnwyUvJ9j08OaFgXSVGMj7JGSuMcQVrXe9QnfBp+zwvTHkB9ZHwjUOjsBEjZbO8J9gc2xblhWb/xY14TQN+LRhUeXlxNAPPIWrNwex4o7fUOLYFhaZJx0OEvKxNrgUAvDD5An8dU146QV5yVgYDcV/ROWoV+f7JULItadntgiQvHQAPf7g6DxsVW8w+WCwQnekAANVEyXKg0AWyskgd4Jfib7VhXsCoW4Ms+vUbaBaOkax6DQOTY1f26fjKH56A5T1hLEuEEAsRMsrIy0TOhGpMAvAQ02MYjAw2/DxRgTt94wCe+tyFePOJfviq7JRht6lEP/u+k2UhU4GFjcosbGT5YSO01zBcC5Vpyr9+ZSvc+FYkjvwi9pe3zuozGBkomwJ5obVe2GK/cVm11J+gi0HZbY4gMrNuUiM74cqQEUBbBAAo2w5fDNKluWdVjfOmjMFrlJF/h5IXz/Ngwb/fTC9Xt5FiVvhtRwujKDpkh7152fKar1fAwkatz137aI8tB+Tc94TJDr5h2GiOygvfICpWa8pL3vQJxCz9LgDzCQGu51ctnizOTnUzbRcF0w6kSbNw1WtXvxYAcPe+u/3Xd0B5YWGjdDmNNf3+vXXCOrLx6ia/CyDJS0fAdq+e52cblazDg7yIHUgBQFE8orrQBbLWzca8CMUWG+ZBiP3XmvCYPyUScgLHrQU2TtMx8aenr8Mjf3MBHv/bN+Lco0kNl9E0+fypvAk1ROLa63vW1zUAVyovDKqqBEysimpVFZFrBrbjIlW0AMVEyhQ70hIzYlbwvEDxx5RvMqQyW5TpjtGjheTu2PUrRFbeBkUvYMJ5blafwRSDYpH8RiFd9QvVUbl+01D1otMTIsc0neauM+Z3MTziQag06wK0yi6Asu0ilTMC450L/KaMQZmeecY8Sl52T2YrSu57gbovIsTCecRXQYzExwyvqPl6FjYqO637oAh5seFSH0lvyDfslqw6ZH2OnhdW+0ZRHWRLzSuY0wW/7tJs/S4AAkofCxtlrZmJq+d5eMe/PoDXfuUu3PPyGFd9WLjq7NVnQ1M0bE9t5321Wm3KWAuMnKTKKR7SBoDNK9TA890CSV46gFyZXHwaQlx5KbQxHDBnPPZd4Bsnz9q13wqm8pbvd6FQ1DLf3YfUauUlZpAbpdzkosIhdtStsVtkYZQwJS+NaiQwpaQy3Leyh7znUMYnL0qDnkYM9cgLAG7QAwAoNgnltIjpgkWyO0JkEeRyLyWTWSFspCj+4tRy6G4GmC45b3ZxAwBgW/Z3fPE1ZxlaZfVhcjSraPNQgoeNLBpKqqxbAgC9EfKY5bVGXqwSCTdWpkkD4GGkgungsR3k++yYHJvzsfymjH2Bx5PUM+bR+ijPHPRVNdaKZKJQe7dfK3TtOVEcOVy7dgf3vLTBr7dvuhgoCcDrhaiNPC+MvMzu97KE75dusl6S53mk11eF+jEbsLAR4FfutpCtHxajmMiZeHE0i+mChW/fu7NKeekN9+LU5acCAO7adxcAP6O10+QlGdF50bpuqvECSPLSEeSo6dJQQ1DByoUvoPKy7TZCXHY/2PFDTef9DqQcqsmVl1ru+Hi7yIsYNqox4bEwSohmPMxWeRGxopcskqMZMnlM5MpceamXJg0Ahsa6AVcvIAHlRbHa0pyRfddEgiyCgfozQq0XMlH7x8uZnVVeLEpenMLG6ue82d0jTJXI06yio1Yk4RTXAlBQzpHfoJYqwsiL7TW3kWDkJZslk/immsoLmVKfP5iBScNazHw7F/CmjBW73USYNQwlv9m2UWLi1BABqM/i5YnaZMmqES7z7Dg2D9deoNtl2M2XWTiEhm1Vnd97ChqFjWavvHieF7h+0k0WvCyYDkzbnVNHaQZm2AWAN2wm17eiFfDSaKrh+1hvNAZ2nsRjn7vuXAB+6IjNI52osJsup7FlObkmzjlqGFnqo5LKy2EAtns11DA0hXperPYrLyW7hNt33s6zL+piFvVP2oWpirARQG/GBuSFZSC5MOtPZLOBGDaqkS7Nwka6Tib+2ZCXSrKxnCkvNcJGG3o31P28ZVGSQsua4okIKC9qe8gLU5liMbIIbuzdyNUXRbUE5cXPNgLaaxiuBUYcnMIGXn7eKZGwhVi7pO77XZuHRTwnBkUBjlyegJM7Fmfp12Hi4OkAaoeN+qNkQna8clO1V5hhl6VJ1wwbGeQ7bd07Dc8hsv9kYe5ho4JNFoxlsaCpnBveFReO6+DlcUJUIlocIYWMa/tEsBorAytXwBQaAIAbr8qYYmBG1VabTDKzbk+MXPcxPcbJPFS7vvJSnr3yUrZdeEL4s9lChP4GZ+7kRVReTl27GvDI/x/fv7/h+3ZT8nLq+n6ctqHfDxsJBTTPXUvIy5NjT2K6NC20W2ljnReaBu14Dt54fA++/qcn4QvvOI57zCR5OQxQoCl7hLzQHXcHlJf/3fG/+PT9n8a/P/vvjV84ixTidmFaqKPCoZi+YbeGzJmgXgSodlXp+jkhEDaqXoRZ0TZNm1l5YSTLdM3AQucrLyUqMZu8NUAj5WVlfCV0RUfZKWOsENwZi6m7imK3VXkxImThXJNY439f1US2zFKlzYBht2h3VnlxqWHTsxMoj/xflMcvgJs+CwDgzEJ5yZgZeNSr4TlR9EYNrKS/ydN7ynBcD7GQhuFk9XXGyAsUj1d8ni3yVp6nPJeK/TA0JWBqZGCel20H0py8pM3UnI4FAGWXLNzL40EDeE/EP2bJLmP3FLn2ekJJxKk/Zvd07QwX1hLDNf3PjGk93GhaCT9s1JrnhaVJL+8ly01Uj/IwKhQH5XqeF27YnZlQF0wHiiIqiM2Fjdh9E42Qe6IZwy4AnLhmACGVXG/Pjhxo+L6dlLwcu6oH/3n5GXjj8X0Agm0JViVW4eiBo+F6Lu7df29HlJewFuZzRM7K4qKTVqM/HuIhTBk2OgzAanWENV956UTYiC2CE4UZCiGxRd2aB+WlMtsIxPPCdvd8xyWAeV4UxWy+rLdVDJKzGhPeVJ4Z+ugENQvlBUBgoVvR45MX1teI1Y1ZEa9tfASIVL46uRqAH35gEMNGaHPYCDpZ3NYk1yCq+ec5aNgVyEsHrxHHdeDRY60f6IOVPg3mxAVY399HnsfM9whTGWN6EoCGgVgIw0n/NwGIIlLLOD0Y8xei4hzr6WTKRAnRFQNwIzVTsQE/bGS7HjdtFp3aBtp6KJoOXJUsaCsSwUKKPWH/mp0qFHCQVtcdiPbynfGBTG3PC+vgHIbfOLSvTld1AFCV9rQ2YZlGy+jaF9WjQuNTp3YRPMcGWPbhLDZd+bIduI5zTdZLeolmESajtEDdLPsaAb5hN6Sr2LI8yf1KL9dRwhiY8rJxWRwRQ0NPjBw7rgeJE1Nf7t57d0cq7AI+QRHT+6XychihJKSxdVJ5YanFRafBjepYQuy4s2ZMAMECdRRi2IgVfxPBiYJqIVv2F27P87B1z9TsajaIISOgZqo0CxtBmRt5EUNHwz3UC2O72DGRA+Bxw+tMuyBWr2FvZm/g8UDRNNVGutCGsBH9rhatrrsmsYZLzCRsJBSpE+q8lFr1HTWA+NlvOd6vh3PMCqIEOJ5VM5wzWZzkKeZsIo3RFOK+mIGhCpVlQ41wDgD0x6J+9t8cvyczWqt0M7JpqPaiFtbFjBOivNjI1e/fUwPiPbS8grwkwmEebrv9ud3wFHJPD8Z6MRQjr63VIsB1PU4cN/f7534oXr/KtApWYLM1z8teSl4G6M8SM2K+8gKgWKswohhKnYXykjdtXsOI/L+5ue7JvSky1h6iBs0pbESVl2NW9sDQVAzFyHW9JzXWMEzJPC/suuUVdkPBY5+/7nwAwAMHHsB4gahr7VReAH9OFO8PSV4OI7AidRE9DJ3epO1qKy8iXSIXebrYQOoXa0wskPIC1Q9N1LrZuHlPtQLKyy+fHcUfXf8w/vGOF2c+cKXvp1aqNKuGS3f4jeLFuqpDod2uxZ1nWNd4AafnD2YAOIH3NAILK7F6IQyi50U07N7y6F781+9nVzK/EkR58VB0ySS3Orna/76C52W6ImzUbBrxbMBImucpeNvx68DEkRNW0TCGYsGsqHFzKH8Ib/zvN+KDd3+QjJemHYdVEiIZiIeqQkS1jLQAKQwI6vcozDE8xrPEaPZgvWOEDY3/O0JrzihaCXsmZ6++iPdQZQsLTVWguX0AgK/+7hFAI4t0T6gHq3rIeZyu4YFLF02+uJ+xdgt/fE3PsrrjYJ4Xs0Xysp96XnrjZAEXlRcAKNTyAzK/C0Du5Rk8SvmyU5Hy3yx5IdcXV16aSJU+YTW5NlclybktuRnsn649Htf1sHsyD6gF9CXIa9h9Uqm8bOnfgiP7j4Tpmrh3/70A2q+8sM8T+2DJsNFhBLZTj+oRIjOjPemGlXhpjIQE9ghVS6swQwZOuzFdsPjEq1HZeSbDLr8BFRM5QXm560USFnti7ywMj5XKi6B0HcqU8N0HdmHHGJkQmWm0kfKiKMoMpl0PqR2PIaT451TcTdYCS6VuGDZSLaSKFtIFC39z27P47P8811Tq9FTeBBSTh2KGokO+8kLDRq7rEaIkkJey27lrZLJAFyTXwMZlCfzD/zkBH79wC45ZQRdo1aqqsrtt/BVYroVHDm6F53k8bKR7ZFHpj4XQGzUClW5rGWkBkvbpueT6m2slYUZePFdreIyQEEo6ZsVybtp8dvTgrI8lkpdaC8arVpBOw4oxzStZJ0NJbOgji2XRzVYVaRvL+gT5zHVH8X9vHqwf6vTDRu3xvCRFw66ovNRSpU1RvfWIgtwA+bLNfXVAc+HPXNnmYaNImDaSnYPy8oYtQxhKhvGOV5Hw8CAlnoqWx//3wyfx9L5U1XtGMiWUbQfxTd/EVff+GfJWHjkrV/PYiqLgHZveAaAz2UZA7UQFqbwcRmApv1Ejwm/SVuPGtZCjN3jD1gMzFG5rN6byJhSdSt60JwfUEhS1fmhFDGfkBOVl6x4if++eyM+cHVK526Tn5Nn9aZz9j3fji7c/j2zZRjKs8yqfjciLONbK87uiJ4wL1CfwgVcux4eNH/HHZyIvswkbMcPuK2NZeB7ZcO6erL/Qep6HX28b5b4Cholcmf8OzIjHPC9MeSGtHBBUXpqsPjsbjOep+uCFEDFUXHrGOnzgvCMFz5Nd1Rhy2yghsLZXQqqc4hOp4pGJfSAegqIogd489YhFIqIDlLxMFXI1X1MP7P61HTJlziZsdMKqPugKCR29ONbY9yBi+8QUV0lqtbDY0Euuo4tODWPdMkKOkqEkViSJ8qJohar020O5rPB+31h+9PDKuuNgfr1Wwkae5/Fso3jYLw6pKio3BBdqEY3KQnszzF0F0w4oL820gHhmXwqeB6zui8L2yPvnory8/VWr8NhnLsDpGwlpGYiSv41QAU/uTeGif3sQ//nw7sB7dk/koehpqMY0clYWL0+/HGjMWIm3bnproF1BO+u8AEBYryYvTHmR5OUwAFsAYnqEG1Q7QV5K1OvSsG6FuKjXkFK3j2Vxzj/fjR8/vq/quRnhuoBQEMt2XKSLvvKyMkEmRkXzj1vrZuPhDMXi2Ubj2TJftPOmg/GZmvYVK9QZGie/56UxmI6L9YMxfP4dx+HuT5zDyeVMaYZMESpXxNxX9EawWSEZBCtUEpZRoHClqR7EsJFIxmoZdl8Z8xfXPZP10z4f3TWFK/9zKz7246cDj4vds/vCfVAUxQ/P0fOcot4aln0FAHYHyctknnwnBeGAoZZfE4pFFiHxPQW/V8++zH5OXpifpJ+G8ETfSz3yYmgqFJDXTxfnRl6Y8uJQ8lLvGCxVGgCOX92LmEaUk51T9QvVlW0HruCJeeEQIToqtEC6LMOa5BoAQCSWwmmbaDExI8mr1ipanmewMIzl6P89BStiK/i12mhBYsqL7bbQJ6hg0UwgIBQKZvnxGli1qo+bFdf8DL6XfNkJeF5KTVzHTOE9eV0fJxBzMexWghWqe8MxUbz1BDIX3vzQ7sBrdk7koYb87LBXpl9pSF6GYkM4c9WZ/P+MbLQLfM6j5MVyLX7tz7ZB5XxBkpcOgNWriIeipMstaldWbRVsEW6YYjqD8nLvyxPYPVnAL54dCTw+K5Ps/34A+OfNwPhLAEDK0cPhZGVVnDSmEz0wtSrsBj0v5Lhb9wTJyB5KZJ7YO43/828P4vHdFabEqrARVV4OkF3DX75mPd511gYMxA1udG5WeVneE0GfQiYYje72DNWo2xqAYXViNVRFRdEuYrLkFy4LeF6oYfeVQ/7iunuivvLCvt8LI5kAIRLJC/NN+J4XEjaaLrC6N77PxG6yBspsMFUku2kNwQmXTcCKWq28TJd88vLK1B5eoM62KHmJkc0B8730xwz0xepL6ezY08W51QHhYSNPQzKiY1mi9jFYqjRAyAsL++xL184IzJQsvPYrd+FdNz3KH9s+SQrPxfSemtfU6gQJSxzIHeA1b5KhJCciilaoUuIm8+T7qjCgqRpOHj6ZhJoa1CZiBMdsgbyMZ8m90x8L8erKbBFk5ueaYaNyBbmco/LSjHeLmXVPXtffkEDMFuy+KzhpfOIPSKjuQKoYuL92T+Shhv1rY3tqu0+c6qg+Fx1xEf93u5UXNucxz4vofWlnTZl2QJKXDsASyEtIIzdoJzwvrFqp2yjFNFD7pPqGnqYmVjE993+eOoATrv71zGrMgScAzwHGX+SfJaosLHWYLaIKlJqmVu55EeqPsJARA5PBb3lkL57al8KPKsdWx7DLFvcT1/QBCBKRWrtaEXWr7PZE0AMyuaqMvNRIAa+EoRlYGSc7sD0Z34gbyDbiyosvmzdSXnaMk+eygpLiuqT+DAsbsUWNTT6qZiFbtvHgdjJpaoJXwFOs+kXDWgQjDLpSQV4CykuQvKRK/iK2fXovl7DNMvku/ZSosCyweooIg64QwjpRqdTNAN5Q09OxqU4qNuCHjUK6is3DCSyLkt33SLZ2+vIrh7KYyJm4/5UJ3ul7b4rsxOulMTPlZX92f13yUmkQnaBhMk0h5+s7F34Hd/7xnegJBXsniWDkpZWwESuWOBAP8eucbRpYWKpmJuYclZdc2QmEP+da8NLzPDxJPSmvXtfHfSdzCRtVgoX8pkvTWNlHjbCW65cxAJnXKpUXpsTWUzrOXXsuH1enDLtsnuSduqHU3HguJCR56QCYEpIMRRGiqcF2B5QXFi5qSF7ESbpGbJntvkXy8sSeaXge+M0842dbQp8fqrL0hHr4xMge0+uoE76R1ObKy2O7yWeznTWrhfDcwQz9f4UaUZUqbWIsW8JIugRFAY5bRcYidq6eaddSV3npFZUXWr9mBr8LAw8dUd+L67kV7QGI52W7EDbaTclLyXLwl999BF/4+fP8uR3j1a9LFamXhZJGNomyiWnLCvK9v30f6XWlav4kr9Au4J0AIyIhNTjhst9BUW0UKhQ/scng3sx+vyljiXwGy/xa3Ucm+iOH63cKB4CoQpoqbhvbHQjVzAQ/20hrSJBiYbIgs3TZldSHkrfTnJyIGM/69+5z+9NIFyxO0IZidchLgpCXscIYL5yXDCXRG6FhI9XC3ulgQ8Dpgn8Pkr/1GVUFjW40nBaUF7ZQD8RCVYonKyNRquXZa8bzIoSNSGfp2V/He6cKmMqbCGkqjl3V0xblRSQvYV3DckqwRWK5u4K8bJvcxv9d79gRPYJPnf4pXLDuApy24rSmx1cLTAVlqdLsN4vokRmV5fmGJC8dAMvw6AnHENJpQz6v/eSFGU+h1K6PAaAibFTteWHkJSOQl+lCGWp4FKnCDHFjpnbYInnxd/s8HEQVAKMOcxfDGfmyjZLlYNtBMvledBKRyHdP5lGyHLxCswF2VaoRNTwvz1HVZfNQAvEwk6iFAoJqY49KI+WlF1SGp+RlpjRphsqMo2Llb6JaKFoORtL+ZM1CZo/tnsL9r0zg5od28aycneO5qtexYnyRMPkMNomy3+O41eRvVutF3LHWUj/aBZbhE65DXgAgXQ6eD7YDBoCR/EHueckVybXEPC9/etpafPSNW/CB8zY3HMNQhIQyH933Ci689j7c/szBWYXJxLBRPbMuQDJOLjl1LT5JwwSs9oqiFbBzvFpBmxC8XM8cSGP7eJb3BhuM1iYvA5EBRPUoPHhcwesJ9SBpJKHSKX1/RZhqqsDuwdmHGbjy0g7yEvfJC1M8dV4Dq8bcWKm8zNC0M1cKFqkTQ9CzAfO7HLe6B5rq8bG2orywsFGqnILjOrzZ4YEU9So6LvZOFQLkhR1XV/SGm6uLNl+Efzn3X9oeyqn0+XWiAWS7IMlLB8CUkGQkijDdvXdCeXEVRl68+p6agGG3VtiIvC9d9AnQ9tJvEd90LXaUf1X/4GJFW0ZehL5GfZE+Lnuyx+rdAOyGURQSznh6XwqW42E4GcbZR5L0z90TBbx8KAub7pbHs+WgL4d9T3YMu4xn9hPycsIaP92UxXBn8ruI460saLaiJ4JehZEX3/MyG/CMI1rrJRAyAugETL5jcsVdCC27E5N5E9mSxb+P6wHPj6SRKpiYyPnEiikvrEBdOEwmQmYcZBNdIurhrCOEsvMVk37HyAtdkCIV516UvrMV5KVg+4vYRGmEk5d8gSovMZ/E/H/nH4m1A41DgZe95hQAgBGexvaxHD7wgydx8bcf5kS3HsQ6L42Ul96ogX/84xPx2s3kumX9YhQtHyCa/DuJ5GV/CtvHcv4GgL63EoqicN8La5WQDCWhKAqS1LR7KDcVIGWsy/JcFiGdG3abvx44eUmE+G+XDCXp57NmpbPxvMxAXswSFEUgoYo1O98eBfO7vFrwuwCtKS8sjOfBQ9pM8x5SrO7N/ukibM+EYlTXUYkZsQVROipTpTvRQ6ldkOSlA/DAWojHOkZeLNvhlWKBBnUrZjDsMuXFcjwUabggbZOaFFl3pOr1jT53Oh/0WbAdFiMv9WKmYvG0XNnC49Sse+qGfl51cvdknvtXGHaLGRVsPEmanu2U8Sxd7E9c7U8Kogw6E3rCJNQklsoGSFXXPoVmzrQYNmITJSuIpygeoNDftv83CA/9DlCL2DNZwFNCGO+Z/Wnud2Fg54MV49MNct4rlZeiXcR7X7+Jv09saIcOho1Yx+pK8kJUK/L9K8lL2fGv67Q1xsv0e04cigL0RGd33hm2DGwAAPT1ZvGh849ExFDx2O5p/Mm3HsbBVP30Wt/zotVs+lgPog/l7pfGYVUU4QuSlzReOZTzNwANMoFY6IiBEYJ+Sngs5AIZeplyE+SFqomtZBsx8jIYD+FgjswrjHixEFZtz8vcDLuV859CVdzZ4jnujevl92RYC8/Ky1YPuqpzQjJdmua9sFjYiPhdJqAoHpKhJE4ePpm/txXFpxVUpkrz+bLN3pp2QJKXNsN2bUAhE1RvJIaIThZsp81ho4lCIbDTmKqX+jlDkbppoQAa872Y9MI1G7UdqOGlmcpbgYk3yut3kPNRL63P97y4eGzXOL5zP/FinLJ+AGv7Y1AV0njtnpeCDecCtSyY8pIgJmHPKuGZA0x56fOHPctMI8A3HLNJl0FRFPQpBfpvstDPmrwIYSPP87jfJbBQKTYvPgaQhW/PZAHP7E/xx57dn+Z+F9YQjqWWj9KQk6pXeF7oeS7aRZyzZQhHDpMJ0oWgvHQwbMR6fsWN4LlXFAUaWPG44DVnuv7/XdiBpox9UaNuU8F6YAtnqpzCe9+wCnd//BxsXBZH0XIaFkNkyoXnadgw2Bx5+fnTB3HRvz5IKzMTTAiel/3TRTy6e2p25CUZJC8spbefKz1B026mzEygzZCX5q8HRqT7Yzq/j1YlVtHPb1BGooq8zKC8VKrKis3N/zPBdT28NErC0ceu7KlbJK4ZMNVzqjSF1ZS8HKC/y47xHA8ZbezZiCP7juTvW6i05HrKiwwbHQYQzZ190RjCnLy0VmK7EmO5TOD/qXotAhrUefE8j4eNAJ+8sO9gNqq2WiOLaVoIG/WH+6uyeRiRqwQvngagYJeQKlhQFeANW5YhpKv8pr+XkpeeCJlUg8oLXXio8lIsFjGeLUNTFRy70s+omAt5YaneI/kKBcqxkUAFeZnlDm1Ncg0UKMhZOUyXp/kurzfcK6gvFqD615GiFfDIrkkcygT9Eaxi8CnryQTJspK20kWYkxcWNhJKfyuKgq//6cn4y9es50oheVN1rZV2ocB8BKHqiZmZN8WeNJ7nwUY1gY7pCQAa97vMBYlQwm9gmDuAlb1RnLyO/H9Pg2KAo1kW8gpx/9RswHbey/sd9MUMPD+SwbtuehQmzehi2TgMz+xPz5m8iF2a2fEUrcAXSQDIm7QwozH7HbROPWF2C3PXFA1hhsJ5mK4JVVGxPE7uUTbmmiHvqmyjxspLVS+jOSgv+6eLyJsOQrqKjcviM6YqzwXM9zJZmhTCRmSszx1Ic/KyoXcDNvf5fq12EKdmwEPlLFV6ljWxFgKSvLQZYrfavki0Y8rLeC7oxp8u1UmnbRA2KphOoJdMumDBdT1YtMCT7ZUaGIGrFZ2AYTfSV0UQ6rF3XdW5OfDrlx6H7112On7zkddjM80cYTtdNtY/OI4oIty063n+90yQiXEqQ87PkcMJREO+MXcuMigrsjeSqyAvQr+ouSovYS3MJ++9mb18PHEjHmhQqQTISxG/pHV4WMbCjvEcnqZKzPlHky7B0wXSVoDVwLFoOndl2IhNSMeu6sHnLzo2sHgoillVor9dYEUVk6HqiZml8Io76LzpALT9guf4RCWq0b5GDeq5NAILuezP7QfgX1+NUtJZef1keG47UEYcHeRx50fegIihYjxb5iEq4llysarXvx5nQ16YggSQAnUMfNFTy3yRLNsOrwmVMGYm7QwzZRtN5MrcWF8PLGzkaOSaXB5bzu+VUKMCnnP0vFT2MlKU2Rt2nx8hG8EtyxPQNRU5s33Ki6jeMsPu/ukCPM/DcwczvMbLhp4N2Nzvk5eFChtVpkrzPn2Ha9jouuuuw8aNGxGJRHDKKafg/vvvr/van/70p3jjG9+IoaEh9PT04Mwzz8Svf/3r+RhmW5ClOwDP1ZGMhBChoRJRmm8HxvOVykudibdSIakoZBb8DGKY5cWeFBMlq07NjxrkRVRe+sJ9VdJnvQVeURTO7E9eF8frtwxh83ASnufh2fFnsXbQ3+kmwzrecBRJd+VhI6sAsAWYkpdsjkxAJwpmXUAw7M5iEmfKy8F8RV8a4bu7NCQ222wjwF88D+QOBFIyebE2xa4gLwVuzD1nyzBW9kbgecAju8iCcMLqXl6k7f7t4ziUKcPQXBRsQuAqw0Zi4amqXS/NduoEWOGwnnC18sKyYAqmPzZSN4gWYiz7Zex1kIl9eW9zE6pYJwUA1g+S8TRqwzCRoyUAInM7JjPdps00BhMGVtEF7OB0HpjcgYlcBvEjvoqedbfy92hG/b5G/DsInhfmdwHEgo8mN4ZO5/3+VfHQ7MdvqI0Nu5f/x+N46zceCCqgFZiiYemyRxZpFjIin99IeZmb56VY2dyxotVII7w4SubSo1cQUtyO6roMzKC/P7ufe17ypoOD6VIwbNS7ERt7NkKntW8WLGxU4XnhYaM2V/JtBzpOXm699VZ8+MMfxmc+8xk8+eSTOPvss/HmN78Ze/furfn6++67D2984xvxy1/+Elu3bsW5556Lt7/97XjyySc7PdS2gNVTgKcjamiIUuXFbXPYqNLjkqll2LXLZGGvfIyCFTVjSNOGgGBFy9RyzdoUAIKKjlVDeREMuwyN4qY8pCFk9tyz7x5c+stLsc/7MX/s2FU92LSMTCp80mRjUQ2Appfm6O8g+l0AIWykzYK80Il2qjQVWPBFQmjRjIDZKi8AeKG60fwozzaK6TGEVV956YkJtVeEwn8nru3FCdSAzHiobezFWpo89OPHyYJ8zGoyCSpQeNl40fPCUFnDRlHNjnleWBiyN1K9KBhUeRHHNpkr8/CZWxJ68DhkR7xxDt4TEUy18MnLzMrLZJ6S8ujslQsA/Ny7nousmeW778TWfwW++WqcpvwGamgKh5zHwbLMVBZ6rdHXiEEkASJ54SZ51eQpuZP5Mt+QzEX+Z4Tc8aqvh3TB4o0Gd9c5byQsTchLnnU3FxSjEJ0PGpIXpn7MoLwUK8jNXFKlXxwhJP/oFeQ8ttPzwsjLvuw+RAwNyxJh9CKHxx55AJ7nQROUF0MzuCduocJGlcrLYW3Yveaaa3D55ZfjiiuuwDHHHINrr70Wa9euxfXXX1/z9ddeey0++clP4rTTTsORRx6JL33pSzjyyCPx85//vNNDbQvSJUZeQlBVBVGDkpc2Ky+VvVkqjY4Aqgu3AYFaL1MV3YozRQupokk8FyATgFi8LvjZNZSXfGPlpVEH1FqqwI70DgBAWfH7why3qhcblpHPnS5YpOMyG0u0D6Cf41AFbFNFWutcPC89oR6+GAR8L8J5bYa8MCl5JD/Cd3kxI+bvbhQby/v814vtFV61pi+gJiWTh/BX97wL0/H/AADc/wpZJI5ZS27t3nAvr2fDw0bCOa6U7BXVqioU1y6woor90eqJmS1kBWEHfSiX5WZvV1BeTJP8xhtmqKZbD1x54WEj8hsfypTr+n2mCjTtPDY38mJoBl+IUuUUJy/GJGmpsVIlrQBsz4KqFQHYcGmorFHYKGbEMBghjLWW8gLF5GGj6bzFOy7PpQuxoTHyUn1Ontzn3//15ohM0ealDaZN8j1F0sXCRqydSgDM8xKjrHwG5aWy/xjmEDZiygvzxrWjQB1Dpcq3uj+Kfw9dg3c8/CdYpe8G1BJUReWkhfleFizbqMLzctimSpumia1bt+LCCy8MPH7hhRfioYcemtVnuK6LbDaLgYGBms+Xy2VkMpnAn4VEmiogCsiNydz9XpvJS7rC41IzVZopBJE+gDUNFDwFqQryki5aRI1hlSrVcqB4Xc3PBgC7hJLlIG86vmE30o+IFuEmVKDxxFlrYWWVRkXz6vGrexAL6dz7sWsiH/yejADYfnGswLDnUOdFURQ+2QZ8LwJxY2dnTspLQlBehFLgvNKsYmHtoO/TCYfI9w/pKo5akQyoScPLyDkq00WQFY3dSGwwgQWQ7Z4aKS8AkKvRwLNVlCwHHq1LNBCtroLr91TxxzOaTZF/eAo02ycv+QJrBdCctM4WlAM50lyzLxZCL0253jtVfR+5rod0iVw3y2JzPyb7DaZL05y8OLTasC6UO9i43OEF6lRFDZCSRt+jUdjI8zyySaFho7lkjRgNlJcnaF0UoFrBZWBm5ERYx6ECuX9YKJaMpUHfN+Z5iTPyUl958TyPK7asmSTpUG/j+YMZnPGl31a3E6HIl23sob/5URXKSzsIBFNeRvIjsFwLa/qj2KiMQoWHwfAuAOScsOv/nLXnQFM0vGr4VS0fuxlUZRvR837YKS8TExNwHAfLly8PPL58+XKMjo7O6jO+9rWvIZ/P4+KLL675/Je//GX09vbyP2vXrm153K2AkQiW+hkLUfKi2G1teFdJXmouOEwhEBQJcQdT6XlJFy3SXJErL2aDsFFQeSETmAvQEEdvuDfQyRhoTF5qFYRj9VVsrwRDIyToeBoyYSbL3ZN54Xv2A/QYquvXlwgMew51XgA/xBPwvdQKG82hHgT7zJH8CA8bxXXfsPt37zgSp2/yd32JGJlAjltFSs6fINSt6U/SOj1eUIlb3kcWK5btAFQbdgFfeRF3mTVVvDnglUNZfPveHYHeMpmSxesSDdRQXmr9/mM5Qsw0JYr+0Ap/fJS8rG8ybMQ9R9kDcD2i7DD1pVYTzJFMiRvu56q8AD55SZfTPHOOhUU0gby85eQ4TlpPrtfeUC9UpfH0zEIwNZUX1eJ9dKZyZa6mNkNe3Brk5UkhrbweeRGr61bWeAGAMK0+XjMTcw7KS8ly/dparFcTVV5ue3I/DmXK+OkT+2u+96VDWXgeaew5mCDnpp2G3WXRZQhrYTieg9HcKNb0RRED7UkXIudwfe96/vq3H/F2PPLnj+BNG97U8rGbQVWdF2qyPyw9LwCqKgV6njer6oG33HILrr76atx6660YHh6u+ZpPf/rTSKfT/M++fTM0E+wwRnMkhqmDXPhiXYVWij1VImsGJ9m8OYPyYlSTl+manhc/bATFqlJnOCo8L1O0KSOrPcPMhmLoqKHnpYYfgykvBTuPq99xHD50/pG8NgkrFLZrouB/T4GkhWiV48p02rmEjQBf5g7UehGVF3odz8WwGyAvNZSXFX06Sq7/ezLl5VVUcRmIh7j5Lx6lWQFODgBZiI9anoRJyUxAeRFCc4xIM/IS1aNQQb5Drta1NAd88Rcv4Mt3vIg7nz/EH8sULShU0YvVSJVmYxPl/4kiUVFDShTLYsvguWR8nhNDMqxXEdPZYkV8BTRFg+maGC+QMFsj38vO8RwpHAjw0gdzAfsNUuUUN+yqVrA3FgAcsdLB37ydhA8amXUZXj38agDAlv4t/DF2XYdD5HP3TxcxJfjY5kRetNrKi+t6eEpUXoq15whGXvrj1TVeACBCx1KViel5fm+jGKlU3Eh5yQt9jXiquGoiV3Z4VepddUzFzO9yjFBOoZ2p0qqicrK8L7cPa/rCiNG2LooarIDNsJA1Vbj30MoDN74J5YlXAo93EzpKXpYtWwZN06pUlrGxsSo1phK33norLr/8cvzoRz/CBRdcUPd14XAYPT09gT8LiR0p2mtEJzvFuFBXoW4J/yZQucAUapT+DyovdLEWFBpmplvRQ8boh41YzxsPU/WymCqUF5JpRNNJjSQPo4im3UahlVqeF05erAL+/Iz1+Mgbt3DSy5WXibw/lkgfQBeXMGz0RHQYWvASnyt5Ef0p/oek+D9tZebvVu8zs2YWYwXi54kbcX8Bd8qBtgEDPTbesGUI7z5rA3/szcevgKYqGEjSnjvwAJWcu9M29mOqTDKRRNMn+3zHcziRFotQsW7P+UqT9xzB+k+JdUbSRRtQfaJUiQiXq/2FcKqQpc/FMJSIwLWIiuQ5cWxo0Nl5Juiqzn8D5nupm3E0sR2r7v4IkgoZy1x+ZwaWcSR6XkK0crAmNBOcKE5wtbGR34Xh4qMuxm/+6Df4ky1/wh9jWXRhg/y+B1JFTOWbVF602srLK2O5QAG49AzKS0+8BNM1oSkaP++Ar7zYXoUqbZcAqojNRnkpCB2l+XlTbGRKJq+ceyhTrtku4AWaJn30Sl+9aqfnBQj6XtYlAZVu8KIGJcRdVACO93OzCsDeh1EafwHAYeh5CYVCOOWUU3DnnXcGHr/zzjtx1lln1X3fLbfcgne/+934wQ9+gLe+9a2dHGLbcYBOhsujZIcRD/k7tXaSl8qeOMWa5IUZWfvrKC9kcmEGWBY2UoRy8ZP5iu6uDBWeF7GjtNiTZbbKC8v+EckLm8jFrssMzKy5ayJfMzwWgsVlYBFzDRvxdOl6ygvmbtiNG3Eu9e9Mk2rCUT3q+z6cUqAhoY08/uOy07FhWRx37LoDT409hb9+09F48nNv5O0YAGAwSSbn0zYMIEV/H5G8iBlWTA5myktIC/F05Xyta2mWKJp+U8nxrFCevmhBaUBeYvT6NF0hG66Uoa+PYzAegjn5BqBwDOz85qbNugyVvhemvOydqiDrD/8rjjj4c6xTCXltirwIysuK3ghUBYjS0IF4r40VxnzyUqevkQhFUbAysTJA4thmQdPJ5+6fLgRSpeeyUIbqhI0qKxGn6vjiWHXdcIQQiOWx5QGFMioY1G2xw7dY44V11m5AXnLlGsqL4uGFkSlSK4hiV43GmMyse8yKGspLG1KlgYp06YT/PXuj5N/NXFOdAt9E0s1NiYbfu4lgMXQ8bPTRj34UN9xwA2688Ua88MIL+MhHPoK9e/fi/e9/PwAS9nnnO9/JX3/LLbfgne98J772ta/hNa95DUZHRzE6Oop0unExpG7BZJkschv6SBwzFjLgeeQ01yzG1CQquxFXdScGKoysdLEWlRdKXlijuSrDLoBUaXZtB0TlRdw1isrLrLKNanheyk65KuTGxrx9LId8ZpI8GO3njRnDilVl1hU/vzKNux64YVdUXmp4XuYSNgL80BHrLh034lyaNR0z0ByOKVD7svvwyfs+iY/d+zHomoqeiIHpkv87XHRKP84+chnOP2Y5f1yUpA3N4HUkGEnk5EUNIUS7PRdbMOzuERZ/sbdOqmByL1Ut8hI1WNqs/550mRDnhJHAsmQYdvoUZPe8C3Aj2DjYWh0MXqguG8w4qvK8jDwNQOhh1USvG3Y/TJWmYGgqlvdEkKCVg1XByD9eGOekczbKSy2wc6tSovjyoRxpI0Hv6bl4FwzdDxvd/sxB/NOvXkSqYOIJ2ntsMw3h1gstM+VFo94OMWQECBW3FQdlW6gnJaZJs81Pg7BRwbQ5CRTDbdmKqrs7J4Jzmed5NcNG7UyVBnyivC+7DysjPpmKhwl56SZiwMZiwYUDoEzn3dkq1fOJjpOXSy65BNdeey2+8IUv4KSTTsJ9992HX/7yl1i/nizuIyMjgZov3/72t2HbNv7qr/4KK1eu5H8+9KEPdXqobUHeJXH+YwY3AADCugZ4rLV8+5SXUkXfocrOxwDqGHb9SYC1BmAhGJIqXeTpqQCQqlW513XreF6qK4PO1rBbGTbyPI834QMQWMwBkgJ95HACRcvBY89vpx/Sx8NGIdg1yctcw0aMZIwVxnwCFfC8kL/nuntin8sMo3EjLmTclALKWqacged52JfZx8fCSIfYNPL845L4z8vPQCKs1wwbAdXeIjFsxCauypoZc4FYsExUXqaKOe6HqkUcYzTcYXsmDyGwRSQZSlT5W9qlvFTWejmYLvpGY8cGxp4HAHj0nmhml8wWbabyrOqNCL4Hn7yMFcfmFDaqBXZuPWoE/u+t+/HiaBZqE56XMCVqJcvCB37wJK67Zwcu/vbDeGgH2SycRys711NeGHlxaXXdSvIiKi9lsTAiIy/hhJA9SK7JXz03inP++e5Ak9K86fBQd9yI82rdihoc184K5WX/dBHZsg1DUwLNNtvpeQEE5SW3HzGh3UU4RL7zXNLXOw3x+igrCldguolgMcyLYfeqq67C7t27US6XsXXrVrz+9a/nz91888245557+P/vueceeJ5X9efmm2+ej6G2hLxZgKuSBffkVSRfP6yrnLy0U3kp04JfzGRp1kh5DRp26WJtVysvbOJOFy1MFYI7z0y5BnkpZ8AKapHPLAVqvIgLphg2qtdVGqguUpe38oGeKpVhMl1TceO7T8NQMoz+MlkUrJ61nKSFYdY0dDJVYbZho6HYEHRVh+M53NxZs87LHHfkYuwfIItOPeXF9mwU7AIOFXwD7ESRGMOnSlP8MZ5aDtQMGwHVJNF0/bBRmPc+ChLjiVwZ28fqKHAV2CUoFyJ5mcz776917rk3TLF4VecC6/sUSWIoGZw8m800YhCrHAPAskQIfSEXl6m/wMgeSoYnXuaLJiMvzSw0lSrP+l4NBjUAQ6lQXlokL4yUO55/7lf3RXHUCuq1mcP4Iwa9phUXPREdyxJhvHwox4vfnUMrXc/keTEVQnbETCMACNGNhlKpvLCwUShetem67cn92D1ZwG8FM3ih7CsvES3Cr2Om9LH6LTsrTLusvcYxK3sC3rh2pkoD/u+/L7sPnhASixhkDu1q8kLn4MM22+hwwdOHiH/BcyI4eogYksO6Bs9jUn2QYJSa3OGatgvHI++N60QmFb0CHDWKt4l1Xio9L5bjYTQb9LjUJC/FYMwbdglTBYv7L0TpVlQ4GnpeKuq8iIoCUK28AMDagRhuetep2KSQkM5vx5I8VToEu2bjPkaOZqu8qIqKFTFCNHi6NM9uGmjK8wJUkxexPUDJKSFvB79vupwOkJfx4jhczw0QlrTp/5uHjSrJS0WtF9Hz4ofugtfSn3/nEbz56/fhUGbm61XM1hHDRqyoooZQzRTgRIgVV7NRMG24rociNbUORJMYjAevnY1tVl4URcG7Eo/hs8b3kfjtJ8iLRp/x36A2709gxxrNj8JyLawXyrew3lgA+U3Z79YqebG8Et547HJc8bqN+PVHXo9omJCDuWSNrOwh88KGZRE8+KnzcNtVZ3Fj84bBGI4YomGjolWzDAQjL3mHmNIrlRd+LhW7ImxEr6FQoqrEA2ueOZb1r8Wc0NIkrIf5d2Qeq/9zMjnuzvEgAWeZSJUtRPJmew27q5OEtOWtPFIFv+Amy7LqJlVDUzUeAi8rCko0g3E2FcnnG5K8tBHPjJKKsLq7DIZO1Jaw4SsvrLMrAPxq96/wmh+8Bj/fMffKwemixTM3ekJ9AOp0gBbrn3D5lSxaRdPhO9zVfVHoKlmED1WQl1qkgS/ezOdhlzCdKwNCR2mGuXpe2KIqLspAbdMuABzfZyKpFOF4Cp7N9wvKi4XBWPVCM9ewEVAjXZp3sF7ZVLYR4IeNGKJGNFAgqlJpqiQvE4UJZM1sII2VnTPP8zBdrva8ANXeIhY2IuQlSh8TqjDnTbx0KAvL8WZswgcEU1JTBYuHYFKUBBtq7cUzSselKBYKpkPqwtDsqYFoDwYT/rXTE9HRX+O3nQvYbnisOMYJ82ZqLO079DBgFoARkbw0HzYaig75tT7yo1iXEEIkAnmxXRt7MiRbsWXy4lq4/i9Owt++7Vgkwnrgd54t2CK2vNdAMmJg7UAMP37/mfjT09bib996LC/s57gecvnqeYKRl7RFFuxK5YWrlYrNu2wD8NOkQ4lA0UnP83grgjFB1SuYDg8RhbWwr+wpNpJhnYe3dk3kAySLtTc4USj66Hmer7y0ybAb1sIYjpExMI8bAJjURtBNygsgtAhQFJRpWFsqL0scL0/uBgAkNX9XHdJUgCovecsPGz156Ek4noOth7bO+ThpoWZGH12cbK9GSKpm2Ijc9Ex1MTQFibDOJyIoQQm4slsrAH/xpk0Q4bnI5AvcsBtQXoQGiHMpUjcb5QUAMEkk/gPeMuzJONzzoioeBmPVl/dcs42AYF0WWEU/8yG5vGXDLoNYpK7slPkEygy2aTONQ/mg8iKadQGfvOStPPdXVSovlQoXU17CWhgxvTrjRyQsu2oUcKtEZZ+bSdpQkhVVDNUhL/zaUG0ULYd4qCh56Q0nsUzIHNvYQpo0Q2+4l4cFGCldESLH010T2P1AQHmhnvumyIuiKIHQwSqhb5WnBDN52OI2m2yjWhDvt1qVlOeivLBrzxEaMw4nI/jKH52IC45djoihIWKoOE15EYlrNgL3fy3wflJh18Vkubo1AOCHkUnYSPS80GsoHFRexrJlvuEay/jXaN60A9lUUcNXXk5Y04t1A3FoqoKC6WCUqoeO6/E06lcJ5KVoF0nZAbS3vxD3vQjG/3KXkhc+FysKSvQ2O+zqvBxu2EMNlcNRf4ehqgpXXsSOuUziz5hzb2eQLlpQqCGP7azFGDdHLcMuJSNsV9SbMHH1w1cjlqQVKCvIS7GW4sE+N+mTtHwhX7OhnKi8tBI2qlQiOCh52eWtJHVFhGMsq3G/tay8sO+uaEB8qKneRkA1eYkZvuelbJc5WVseJwSxUnkR02oZ2LXEVJeIFqn6no3IS5z6kyxBxXvugH997ppo7HspmDYOZfyS8IDve2GVp+uRxoigvOTLNsleo20hEqEE+mMGGF9p1axLjqP4DRppeYNVYf8eevy3P0Rpn9AMtoWwERAMU62IiMpLsGs7WzibVV5Cqh+WE+8Z0Zg9W7CeWLXaAzD0RUM4RX0ZimsCz/gNVAumjZLlQtHysFwTqqJy9YGhXtgom6akPBQXlJdyQNUTQ5J5IVU6rIX9EIdq4YQ1vQjpKtYNkGubpUvvHM8hbzqIhTSeNQX4fhdN0dq6YHPyWhznj5nUDNvIC7gQ4PWmVAWlise6CZK8tBHjJbKDYyybQaGm2oKgvLBdciA88txPgG+eChza1vA4maLF+/0MRhl5qWGaq6m8UHJATXaR3m346Ss/hZW8mzwvZD8AJKvJdSvi2ZXKC4BiIcfDRnVTpRsZdiuMpJVho0oPCAclLzu9lcRIKMibgxX3m+d5c+ptxBBQXvg57QX0SFO9jQBiBBa9HzE9xndgWSvLM5sYcaoKGxUnAmZd9hqgvt8FqJ9tZKgG4iGW8VPm8rqovNQqnS+CPd8XM3j2BiMvrKhipE7snO8+FRtF08FU3gI06usy4tA1FQMx8ppWzboMlb6XVWFfqdhy6A5EHJ+seYy8NJEqHThWbj+Gwv696iq1icFsKuzWgtiSQ1ReRG/TbMGydhpVBu+LGehV6L05/gKQJ+ZctjkKhf05ofIe8X9zh3QQB/DcgTRuuuc5Mn4l6m9G7FLATzWZK8Oh81K+7PiGXT3CQxyKYnFVhTVo3UEJ0NPU73L8ql5oqq/iiWnSrap7Inh36dIEf8z0fLWom8B+l7KioEzPQbeNEZDkpa3I2qSS8JaBDYHHWUZQUSAvLA04sHve9jNg8hVg++8aHidVNHnYaBmtQOkpJmxH2MWJ4Y1on7+oM+WFho1CIXIzq7QnkVKhvEAxiSwrQjCsMkVHscu167wYs/S8VBhJqzwvdZUX4jPa5a3AeLaMkgNYVOnqjwRJV9kp853tXMgL36Fn91eZoJvNNtJVHUPRIT4WTdU4sRBJiZiqLZ6T8aKfmcKaX7LnG2WsVJ5ncUfum2YtvhN+/qCovPiLxzP7U4F0VcAPGW0YjGOIhnnYDnm6xHwEteuz8F2uSjwv03lfeUkaxOHKfC/NNmSsBM8CosqLUvLPb48SvN4sr0XlRcg4inm+suVVKC8MzZIXwN8wiOSFkfY5hY0aNGZk6I0a6IWgyO15EIBQXTdG/q51LbJzqSgOPv7jZ3DTg7vwF999BDpVe6ftUEB5Easfux444SmYQeWF3Uer+nW87kjSXoCRaWbafYZmGlWadVlfo3Z3deZhI8FUX6bhuGYJcafAMz8VBUVK7A7LOi+HCyzHgq2SXcdJK48IPMfJi5BdNEnDD1NivRQW6zXrqAwU6YJv2F1Ou64qqoV8WZhkeHhDBUJJvz0A9bywwlJ6iE5w9PNQURuBNGesIC81spjCSgkKJUD1wkZzMezO2fOiEoXilUM5lGlH734juDCIk/lcJnHWrv5g7iDsglAQTw83HTYCfGLC+9HQ3c1UcYo/zsKCr0y/EnjvRHGCKyzsc1gokpEfsSkjQ6Vhl3ljwloYCUY0VQtF00GubAfSSw+miyhZ5PFLvv17XPqd36Mk1Odg5GbjsjhPbR7PljGdN7ny0h+tvSiwa0NRbBQsB1NC2CgeIgvPpaevw6vW9uENW2r3OZsrKpUXfs8IhBv9GwEAFlojL2KVVV7HBIBJrx9RhRPbazSDdikvnLy4M5AXRbg39zwEwK+uG6dNRWuSF7pox8IkY+jzP38eqYLFGxemnXDA81LZd4qZdvOm3x4gokV42OivzluHgjOJD931IWgxkgnKar0w5eXEtcFxvTj1IoBqf06rYGQ0J2TyWei+9gCAP56iosCWysvSx8sT+wDFhefqOGnV+sBzqsLIi6+8jBfIwjMt7PZ88uJPbuPZMh54ZSLgkk8XbZ4GOMR6fyhWUCER+/2oqtAeIOh5YbVZoNCiWZXKi2qSMJWIGuTFUPN+U8bQ3FOll8dICIqlI8+KvLgOMEUmpWIPWWSeOZCCScliRAmSLjaZh9QQj+fPBsOxYYS1MGzPxkGaDcKqFreDvDBjICcvlHzE9Bif9F6efhmAv8iNF3zD7obeDQB85YX1SxqMDlYds9LzwsNGmoEYVV4UxUTBcnjflxU9ESQjOjyPpKo+vS+FouUQhUSorsoL1MWew9PWNVC0HMazZewYz/HrdVbKS9kmfbeoYZftgt/92o34n796bc3ig82AKWqs1gtXFI96i/+itacDEMhLq2Gj7P5ArQ92/Yh+kFZUF6CavNiuzWsmzcW7wMNGtbo+U/TFDPRBJC8PAACmqFE7GiG/YSPlZUWfjkvPIBuE41f3YAt9aaXyUmkYZyHJfEWqtFhy4Fe7foW79t2F5/O/BEAItmm7eIEqiq+qUF5+P/J7AMBrVr6m7nduBtyML5zLstet5IXcX2mh9k23jRGQ5KVteIKmSavOAGKh4ASnKqxSJa046bkwXTKBOSjzBYSTl7KfrvyJ/34af/HdR/DYbrEFfZnfrEzlUFST3MQMdPeOGN1988aMQc8L1DwdB1WFKpUXpUxSs0WIKdiUFBmaX8pdnODFsFGjiZ/tTNPlNP8DAMNRMqnXTJVO7wccE9BCMAbI5PfcgTRMqrygol4J97sYc5NAVUXl49vDUh2p8sLOeDPkZUWCGJ6ZOsUmCPZd40acL2QstLGpdxMAQnAmaPx8fQ8hy6wSL8ueYaEKEVwSrmHYFQlE0XSwjWZjJFffjvC6fwMUG7sm8ti6R7wW/WuD1eB4sfQz7C9vhZZ4CeNZUuCOhTnryc8B5cUkHghFK/Pz0AkECIXn+aT8hD8RXnQagNaVF7aTz1pZZIqT/HGmvLAeWkBtr9JcUElexOKYc/K8qLPxvISCysvoc0Bxmm+ODKrs1sqeYmOxXQtf+r8n4HcfewN++v9ei2W0I/aEafDNkScoL6zWDKv1MpYp80rFES0SuMYZMbVpaGv/dAH/dvd2mI6LvpjBjbwAUZgeHX0UAHDGyjNmPkFzACcvwrk0WwxFdgoRSlrTwgZPGnaXMF4c3wUAiKvLq57TqBLASErWzAKKoKQwLwOrbyAoLyzb45Uxn9CIpdZ5HQ/FCnZNLVDyEmXkJVhmm00uthIkL0qFWlFbeUmRv4WeSZpOxly5wwpkG6n12XvMiHEPyN7MXn5O2KRfU3mhISMMbMKqfrI7f2Z/GmWPTgYVRQGbyTRiYARhb574mio9L3NNlQbqKy8McSOOnnCwS/rRA0dDVVR48LAzRVSnDT0bAPiVeBnRYcWxRDDiVrmwhbUwPy+KQsjLc3R3Oqk8iLK2C2p4tCF52TWZB+BhokwInqIWMZEr09469ZsyAsLkqFgoWg52T6V5Abd2+w8YViVWQYGCgl3AdG7U94itew1wxHnAylf55KXJej4MUT3Kr+/9Rb9QGTt7Yg2UdisvZYHEz2UHzVOlZ/C89Cl0vlJUAB6w9/c8bKTp1SZ+BnYuLYechSOGEgjpKpJUcRsr63zeUjwHZdOEqgCnrCNz3limDNf1SLhS8dOOubrolDBK79eCncERQ3G4HvD135EQ7AmrewOm3BenX0S6nEbciOP4ZcfP+jzNBkwNKsMPZZv0392maoQpecmohB6EFL1mYcmFRveNaJFid5r0ZxoMr6x6TqtQXl48NBZ4fjRHd2IVnpdsycIENaWNpn2/jNhviO1oFNVBrizUeuHKCw0dVGQbMbmfKUCmWwTgVaVK1/S8cMOuXxSullkXmL1hF/C9JXuze3nYiJGXmoZdatbF4Gas6Sff76XRrK+8VJAXpmg0kwLJx8ayBSJ9gNFa2Oi05achqkdx6opTAVQXgoob8UAIDiCEZzBCftMdKfL9V8RX8AkwXU5z5UXczTNUtmEo0/NqqIZPIFQTBdPGtoMZAA4sj5q5tQJ2jucCXYXTRXId5co2xrNlKHoGJVoZV9GKGKetBVhqfz3ywsavqBayJRvPC/eIeA21E2LxsANTL9FHFSDcA/zlbcCV9wFhYhZuNqtMhJ9x4isv7PoRiWazadIM7Byze0bMKJvLIsRTpRt4XvpiBnpY2GjdWeTvPQ/yEKJh1A8bsezDyp5vzPMyUtR9zwtI4cnV/VGs6iPfbzxXxqFsCUXLL1IX0SKBzEXWUDVVTuGnV70WH79wCy9w+IYtQ4Hj/v4gCRmdtuK0pjYjjcDvO88nL2x26rY6LxF6jaRo2CjSZcoQgyQvbcJogciTqxNrq57T6Y9fpjuMpw8eDDz/0hhNgeVhI0Io9gju+pEa5MVQw4HFYLooLPDMWMrDRsH2AIy8lFyyu/bgAorNJ4GeENnxK7P0vPA06Qp5eLaGXQBYl/TJS5XyUitVmikvg0dgNZ3QbNfjht1K8tJMmjTD+iRRXvZYVCWjxI3vyJvwQmzu34wH/+xBfPDkDwKoJlVi2IhheWw5lkVJBgXrS9Qf6eckZ7o0zSfsyoqmQIUx+v6vwXzpFwCCYSNFtfBfj+zFK4ey3IQNEDJy90vjyApklikv+6fJ79/T4y/MiloiYaNZKC9896nYeO5AmtcXihvxju76eOhoml5L0T7iEWPQw3ABblxsJTOEH8v0yR8LG62IreBZYy2TF6O28jLXHT67Xwt2oWb5fwDoD6voUeg1cvRbyd+7HyRqG8BbhjQy7LLrmCHskt/+QEENlD4Iw8SGwTiGe8hjY5kyN+CysFFY9xuMlhyfvKTLafREdHzgvCPx4KfOw0/+31l4z2s3Bo7bKb8LIISNhJ5wJrqvtxEAhDyavagy8tJeItcuSPLSJqRpmvTm/vVVzzEWz3obvTR+KPD8zqlxYj5l6gINH4nVSkXlhfUbimjRwIQU6ADNw0Y0rFTRmJEUE3P4LhkAye6o8NJANWfleQFd5Conqdl2lQZ8dWNXaheyFjkHLLRSW3lh5GUzVvf7xzGh4796kvijp/4Rd+y6g0+8rYSNuPLCzhclbnaTvY0YxPdVnp+YEasmL/HlVcW++sP9PLz0SuoV2K4NXdGrXgdUGHZ33B2YQMXQzc+fPgjb9dAT9xcWRStwJZCBdRRmBs14QiAvWgkF08G+qSI37M6svNh4fM8kFC1o1u0UeBq8aMQWofm+JqA15YWnS1t+CJiRoqge5dlh7VJe2PXOSPtcycuqOAmr5a08L3xYiUFdqMB9NDE6eyNPY2ySXAcO6pMXrrw4wfklRNtTHCoZKDkA6DkPw8L6wRiGaSbbWLZEs+F8xVgMf04WJ3nhRtuzeeg5FtJxyvr+QH2XslPGk2OkKGEnyAu7txzFV/FMeviuK1JH/2bkhYWRug2SvLQBnuehDCJzn7B8U9XzukIuTpPepNsnxwPP70mN+8QF4ApMUHnxJwmRvKiKCpUqDZmS8BlMHWFhI17npYSi6RCJX6sgBKrJdzDMS0PCRsLkYpsA858IYSNPry0Px0NxJIwEonp0RuMlU16enXiWP8bIS0PPy+BmrrwAgAkDv0jE8HJhFJ+875N4353vw2h+dM5NGWuN7aBnkcmnDanSlaipvITqKy8M/ZF+TnJemHwBAAkl1cqoChh2p/fwIlSiV2Bln8brYmxZ5e+6xOuFWQWY8sI9DmE/3KPrPuE2dHJdzai8ACjZQnXdDpMXv3gczTiK9gVfIPzGQIvkhR1L6B1lCsodI5utGnYr67yIvqa5IKJH+P3Hei5Vop965nKIAf0bgHAPFM/BoDuJqKEhbxOlstZ3EpUXUdlRKOHII0IUZ16OwSI1hDh5KZO6LYJPTzTs7s7sDhyvMoNRxFNjT6HslDEUHeKm+HaisluzDcDp0jTkMP0pWLZRBJK8LFnsz4wBqgnPU3DKqs1VzxtUeWHkZV96IvD8SGYqWNuFho12CzU2RtIleJ6HgmkjVSSPs7RTDeTiz5TFsFGdbCO7hH1U4k/EgnJtbeWljExR2HsyvwsUINzLJxaH7pQrJylDNXDDhTfghgtvmPEmZeoGM5wmQ0kkQ8RzUEVe7DKQIj4jDG7G8p4Iby5Z9gze7RkgcvDf//7vUbSaV16GY8OI6lE4CnBQ16vDRm0gL1WeFz2OuBHnKasAUV6GYn6sXlM0JENJTnJemCLkpVbICBDDRgUgs5+HLcQdq6eY+OX/dza+/qcn4dIz/XTraNgnIyfR+hjM88IM4K4+yl9jhHyVJkZL4tclL+J3Vyze14jVeOkUmBpygJlooxWLbCfIi9DKg312SA3huGXHAQC29G9p+hiA4HmhoTdG2ptprseM6rvTu2s+30ezFVNejBAQulkaQAabhuI8/FvLhCyeS56OXcpAoRuvg94g2bTRcYdByMtwklzD41kaNhJ8emKq9L6M3wQRqC58KUIMGbWzsi4fVwV5MYVjdFvYKEyJJDPsRjpwPtoBSV7agK0HiQKgOH0YSlZPtobGlJcyJnJl5Cr6GY0XpoPkhWYbiWGjgukgW7axd6rA/QNJOrEzZSdr1vC8sGwjXuelhH1T5HXDfUEjnqKWeao0T8FWKpQXXj+ml3gD6GJoa/WLUR237DicOHRi1eOVYOoGQ1+4j6s1YsEtAMDULgAeKcAXH4KmKljRS8ZiwuCLwgdO+gAA4IlDT/DJvBnyoigK1tKFbo+hA33rSap0C9lGlajKNgqREuVs4jdUA/3hfp61ApBFQVVU/hpWZKtWphEghI3MLOC5AeVF9MNEDA0XnbQamqCeJGL+dXDuUUQlCCovHorw/Vya7i/SIYMsTqIHSoSu6FDodKSoNm8N0GnlhRePY1WNq8JGIU5QNUWdU32gescageOHDoSw42fO+Ax+80e/wUnDJzV9DKB+qnQzO3xOXipUDIakR+aqlJcgTRPjRBUcULLYNBTh4d/K7uZAkLzw0NEUMaGn1T7kEMNIqgRP6BS/YVmMKy9l28WzB9JcLdYULWA8r6xP00h5efAAqQz8mlXtDxkBZP7gvhdVCRDibiMvEZeYilP0Wg97krwsWWwbIymrEQzVfJ7dpKZr4/mDGS6/i2XdPaG2C8wc4LqBctgA8b3snihU+Qd0moKcKwsLfN06L0VCgAAM9gRvbsOweJE6PtmoFt9dAwDy48HPpaTI4l2u+2qeg9kgZsQCIRGRvFQpL4JZl8UwWOioDAM2vd9evfzVCGthZK0sXpomGSXN1ixYHyFj2xuOAcmVtLdR+8JGVeRFJ9+dmaeHY8NQFCVwjtjvxMgLW7BqZRoBInkh51NUXiprwADB3WqI1uzYNBTnzREZeZnKl6FoOVhiwTLVvx51vXGdF0VRYLDYv2IhGiKv71SNFwamUI3YORoO7KscGEz6u7T6GzN1zFWAgqoAkb5Aewld1bEyUZ2tOFfUS5VuhrywAoj1wkYRm7Y58eJIFU1feVGyWM3qZ0LhCqoIcdHmGUc0g3AqQojeaKYEm14XMdXCmv4YIoaGZIRsFqbyZsDvAsBvzFiBeuRlojjBFcuzVp1V8zXtQIhePyWhZ5CmqG3PbGoVYZpdZlIlu/sqvBBI8tIG7EyRG7s/VHvi8VMCTWw7mOEZHMO0qqyFHFLpoCEun8/wCpKrqKIwkiaFmirJS4iRF1MgL4WKVGmhzgsjL8mKsNHFpw/jiOXkdb7y4iElZjFN7yZ/95EdmUcnDFOv38NkLhDVl95wL9+pl50ybJeY7m7feTuy42SywaAfpmOm3TJ0vihE9SiOGjgKAPD46OP8sabGppGx7En0U9Up3FK2USV0VQ+EiNjCzYgJq0IsKi8su6tSlq9X3jwQNoJPXkJqKLBjZYuJSF6MECE1rz1iGfqi5Psem74X+Jfj0TfxBFTqd2H1QVzFvx49WsG5UYFAdh0rio0VlDt3WnlZFl2GsBaGCw+jul6tvACw6L1jtGhc1FW/XkZZUYH4ED//7SxUVhk2aom80BpC9cJGCjXvpxEnRDZGlRdkMNxHNke94d6aipWmaHwDxwvp0YrZ+TiZXw6miii45Ho6alkIEYN8DjPtAkAsHKyXUi88Vo+8MNXlmIFjqvxk7USENTxUdZTpv0NdmIYcrkiNr2gR1zWQ5KUNOJAnZr+VseqKpgAQ0vxiTNsOpnla8Xrq8VC0Ag6NTwbes5/WuRiIh7BlBdm1jKaLRI2pqJkRojvmAgutuE6weSIQqPOyjyo60Wgwc+TVG2JYO0DGKpKQrBjSmiLF+DBA0gzLCpNCyURVq5LmXMB8L2wM4s47b+XxX8//Fz59/6fxXyP3kQcF8rKGKi+mZwQq3x4/SApOsa7MzZKX9fSe3huik2OL7QFqQVxgqshLnJIXwfPCMlSYOsPA/BWV8Ou8kGuolmEXqN3d2zCK+MafnYxPvuko9NFaGacVHwTS+7Ax9TAnL0cPHA0AsLwCQAtxlRyiLDYit3wnrloYSHqBc9ApKIqCFXFS6fiQrlV7XgBY9P41WtwhB0IHigLEl3Hy287QAU+VtoLKSzPH4MUZs3tr13uh80zaSyBVsOBRRXZAyaI/2ViNVRSFj6lSebH7iWl2NF1CxiKE5fhh/95gvhcAWN1PfhdGWiqN76yxZz3PywMHSEuD161+Xc3n24UwK5kRisGiinVXkhcnqMhH6qTJLzQkeWkDpsuklsCmvnU1nw/r5AYt2mU8uTfFlRcWA1e0IiampgLvGR2jpd8HY1hZR3lhxbt4Iy1awwWlNMCKIbHJmIVKPBcjU0TqNYygjyRv5bm5L6JHEKaTQLqUQ9mmE9c0JS+0YV3J1eECKGnk+XYrL4ZmcGJQtIvYmSY7M26wFMgLK15lKUag8i0zQjI0GzZaR7O59qrk3DqazjMG2kVexLGx35eFG1bEyCLLitQB/vmuUl7qhI248uLZ8BAMG4lFzDh5EbrgZswM3vGqVUhGDPRFyTUdoaRENbNQQ4Qc+p4ND1BNhHQXeZt4I2o1i2Rg15ui2OiN0eq6oc4qL4BPkIqKUh02AmDR+1dvQ8qo2LGXkJf2Ky+V2UZlWqKhmeKMK+MrEVJDsFyL10xh+N627+H9B3+FskKUl3TRRE7rAwAMKllEwvUL1DHwkDpXXgh50YfIfT2SLmGapmRtWeaTryFBeVnRpwW+X+XmhCmvXHmxTWD3g4BtwnZtPHSQNJM8e83ZjU9Gi4hQRbJkxFA2yPhDXRYyAoCIHVTkw27tzucLDUle2oCiRybtY4dqp9ixsNHBTAYHUkVotDYC29UoWgHTqWDYiNVJ2DgYx4oecjOOpkskfboibBTVhMJjgB8yCvcAdOKFINePp9L8uIHvYRcDEx2bBEtOCRd/+/c4kCpWKS95V0dWVcE8Xa2Sl7U9fpE/tiCLvhdW7jvNWikM+h281/TT7CsjEjDSMuWFIWqV0AzWZYnf56BTpF3E/QXHUNozCYm7YxYyOWftORiKDuH1a15PjqUZ3OtSi7wYqhFQZ0SwcKANDxlV8WtNaCEoilLle8kI5vKMmYFLSfENL3wV4RW3IUENm4aV4crLMYPH8GteUUvYRDgXz4yqB79QnYVI2A6cg06Ch1kUpU7YiHyXVsNGgN/0rqwoQKwz5KWe56UZ5UVTNa6GVpp2/+P5/8CD5ji2hcJIUeVl1Cb36upQHnnqh5mN2lapvMRXkoyrXRN5pExy3jcP+OdIDBsN9dB6JCxsVBEeY0ogJy+//zfg5rcAj34bz008h4yZQTKUxAnLTmh8MloEq5dSNiIwWdioTfNGOxGuIC+RBhWWFxKSvLSI6WIWnkYm8Fevrk6TBoCBMMnMUI1prO6Loi9BblSmMihaAdlMUNKcpErM+sE4V152T+ZxMF1d8CtiVBgtmVlXlMC1EEDjy55ZhKL4zcrYxCkqL2E9jDjd+SeiDp7el8Kb/uU+ZEZIX5A7DpBj5l0DKZpSFzfiLcvfrJIt4E96jETlrbxf7ptlEgjk5dQN/TjnqCEcu3Y4UM59fc96xITdWKxco2bMLLBseg9irgsXHvbn9sMW4vhGm9IJxd0xI20XbrgQd118F28jAADLmLeAKhliPZhViVV1q9KGtTAnOmOajjLrX0J/N67M0FokmbJPXlzPRdbMYqo0hdt2/Bih/kdg0DofETvHycsRvUdwknLZ61fgqvOJF4xlRtVDPESOvX7IQMEhZL7VmiezAVcqVLV22IjeH+0gL6zUepkei2UbtTNsVFXnhVawbdqoTjdZezJ7ANcFHv0O3JFnMEXnmZKqII04pgsW9pbIfTas5TlZaBRKZmZV0zVJJiP9zIG1hHAULYd3iU9ofjiDVdkFgGWMvLCwkfA9NUXjqec8bHTgCfL3oedx/4H7ARCjbqeNsz55CcNkyksXFoCrVF4iDRpzLiQkeWkRT46QnYLnxLBpYLDma87eeCwAwIhM4Rcfei0KNlEN2I5GUW1kcsGwUYoqMRuWxXgK8FP7UvA8IFRR8IstzGWXelgqa7wAJCNHKPa0oieCjBkswV+wCnyXFtEiPHb+xf97JI5f3QOlnEaPR8b+5YcJycnaGqZpMaNWVRfAD6WJn8fCJ9k7P4uxAlkgUyoxPCLiL9oRQ8PN7zkdJ29aHlBeNFXDsTE/jBJpRnlxbCjTe7GChs/GC+OwhDLyutOeG1zcNTbq6bOxhyhfzNsiKi/1QkYMQzRrakT3J06eqSFW4EW1TyBTznD1i7yP9THKQ6XNOTf2buTk5c0n9nLjZqOQEQBE6OLziTdtxmiBHIMVSesk2Hku1A0bkUUt1IY2BWynXQ7F4bW5ThBDvQq7zVZyZabdXeldwI67gF9+HJlffJinIpcUhSgvRRM78mSO6UcGKeqHaai8iFV2J0lIGIkV6OnpQyxEF/sa7T7EsNFAnGbF1AgbDceG+XXHlRdqCkb24Lz5XQAgQpfbshGGSX1U3Vi9NmwH58dKD0y3QJKXFvHMIUJeQt5Q3eJG52w6CoZqwIWJyfJ+LpGSHTLt4GmmAu/JZyh5EZSXkkUke1bwi0268RA1qlLVpKrGC4PB6iWYWDsQ8/sHxf3OzSxsFNbCfAeX+P/b+/I4uaoy7efWvnR39b6ls3RCCIGExIQ1sokaQBBHQEAQcYH5GEVF5Btl/Ph0xpnBcRzHUQdwFNRR5sPPEdQRPsY4LMJgZN8xBLJ1J+l0Ot1dvdZ+vz/Oec8999at/VZXdXGe3y+/6lTdqrq37r3nPOd5n/d9gxnc94m346cfYIbRw3oL9s26MBtPYSrlEWWknSAvTb4mQ00QYSO2H3tGnhYdbqNul8nvIiPj8mZ5UY6DMdiVFTaaGgYySQS5dy2WjiHJbx+XrsPt0OrEzrBrh5tPvhnffMc3cfoSFqc3kZccmUaEbh6KGfJKrQn4sVjDRrLnBWATwKFZo72Fn2cUpXj34PZAO0LekCAv04lpTMTYtVzo+qDvTkjdgMlMW01Qau2cy2UfNhLKS+XDZYCrdTFvAGmPH7rmvPKSq86LI8oLz/I7Mr5TvB7XmPLyyv4pPD3Gji+cjoqWAnk9L5TMkEkKvws6VkHTNDHuxcF/G2lSlQ27LZzj24WN+sJ94t6IxqOArgvyEp06gFePvAoAeHv/24v5KSoC7VXM7TOyjeqRvCTNXshgKpljy9pCkZcKsXOcpUm3eHIPsm6XW4SIXjj8AgCmCIQ8IUQoS8Rl9p8kY2wVO55+Df+++3ZTFcmA31ytNMwVkgQpL9aO0gQKMyGBZe2h7M7NqTlT2IjIy1xyDl63C2v9jBTt19ixDk3MIZp0Y4aTF6f8CVeuvRLHdx2PDV0b2PHxFNpd0mQbdbmQabf3GKWkiYCk4HXzRqgomJjLek9B8AEvyAfGudQckmDnwavrpoG1JFjMcHKaZz7y0hnsxDuXvVOkoIY8IZGinCvTiNDFixoONxtpob6UORQ5m5xFRs+IsBGlkEYTUaGKAIDOs8y8vCIuERBBXpIGeSkUAqIJ/NDcIcTTcWjQRHp4NRHiE2hOw66b/a5eB4ZLPy+1Hvf4kfAY12k1lJdkJonk/Z8T93S5BMlU64XfB0cyhgoS0zRE9TAef2MMTxxg7N6TnkeUj0PFKC+JdMLoEs/v674IV5R1Ul6Me2ywMwyXBqzsDBtNGe3IS1Of+P7J+CQwPSJasRzmpv+IP5LTI+YkaK/ibq9QXnxwJtzsJPwJM3nxpxV5aUgMT7MS1D1B+4qmBFq9EHmJ+CLQNE3Eg63m2TDm0Rby4vaX/hH/tuPHaGrdJV7zWgp+NXPlJa0nWOM8u7ARIJSXABIYaA1mkxdr2MiygqNMowkfO9Z9R+YwmXCbCm05gT89/k9x93vuFpN3mK9O3vAZn5/RNMy02Wd3Jd2SF4WUlyP7xHOB2HTWewqCyAtXgeaT80JB8wJZHayLwuHXga+tAB79mniKBl6Py1OSzK9pmmjOWChs1J1hE8x+PzsWX0aHxosAUn+dkbkRTCemofPGjUS+J+OTprBRjMJzvI4LkS+T8sJX4AXDRtSThtcU6Qx2Lkj10SB3m8+53YBNdlPSReSl8onGT9lcXr9IwQacu3cAcy2d+efvRqLMxowEChsdnD2IeU4wjkj3WELT8JF3bsRJK9oxpwWFR2VinmVM5vO80DU7GZ80KS8AhPLi9lF1cOMe628N4mfXbcEPP3qSUcfGQ3WCNKNPV9ggL7PJWSTHdojPiPJxzdo/rFrw8/su5vYgwQmxvw5L7wcsi7tAsoyxbQGgyEuFGIuzcugrItndpGXQ6uWFUU5euJRJN07aTRcIu5ibEMOyjiCLMwOINBkXkNttIS9+vkJ3JbHl1ofw+EtM0p12WTI7ZM9LG5DioQ7yFcwkZ0wFrSgsZZCXPQCAuSbeYXl8DuMJrSpxexlB/pu86TV/frTFXu1KSROBx+UBYlEMHNmLDu5XaS/HsMvj8QE+KcfSMVHSvGzl5c2HWFr7G78VT9EEE/aGS+6xQn6hQr1xuvhgNMzvfh900U+L2grsn94vVJegJ2goL/GoqJcDGHViyERuVV6mElNFKy80+VA114UIGQFAiIcC5z0Bo+OkhCRXt5wgLwH+GXGPmbx4HMw68bl8cPHvmc8kEJthZLNc8tLqbxV1hPZNsfFIJi8xTcOlpx+P/3vdqXj2lq3wNNG1UjhsRGPPwdmDhvLCw8GUPdge4ep0KoYDMwfwLy/+C6LxKDbrr2JZZliEOGWzOx1rX7gPzb5mo5r54VfFNtR40K7vUjVA9VLiLjfi7goJcTIGRIed2jUT/FbyUs7CbAGgyEuFmEmzgXxNx4q829HqheqUCPLiJ/LCHd481BPWYuhtnxeSb1NQku6ozouHPC/cJBcGEukMpsfZYPV3vxvDDfc8Z7zPYygvlPHkd/tF3RC5AmXAEzCFjQCINGm9jR3L0PgcxuMuR0vk2yEsupya48OTYXuDNE02ms6yDTDyEjQA3xw9jL89PIal8zOl7wQpL3wVOZ+aF4bFsskLGQdjhq+EClmFc5Q4z4evn/l1/OCcH+CoNnsvEKF7nilPwxlGSn26LvppUbn8A7MHhN8l4o+ICSgaj9oqL0RiaNIg8jKTmCna80Lv3c0nyIUjL+wCm/Paqzyk5DmivPBrOe72CkXHp8PRZoCapiHkMkJhiRkWHimXvGiaJsavvTEWOj7iNqaOuMslFKvWkA+uMAvBTCRy9zUiCPIyc8BQXtqZ8nLVqcvxkS0rcOJR3LSdiuOOF+7At5/7Nn7xwveBH10A/J/LbCsIk7+HuqsLheeI4dUhrx69Vm1Q5dq4y42E6BtU5of9/OPAP64DRv/o0N5x6Dr8cfP46M+kgDoMHSnyUgHiyQTSLhai2dSXf8IYjLDsEJLhSXEh8pIk8tLMBuwwYmhqNjKQAn6D/abBS62Th4XfqCetbMZ/XH8ajuXZHZN6E3794kGk0sxXkZHIS1MwIb6fFJbxmPF9cpdhq/Li72KDy77xOYzFNcfDRlaEcxRJivrtPSGUwuwBnxQOvggA2KiF8N6ZOaM/Uykg8sJN0LGUobx4dJQXNrIjL5MsDBkqw5fTG+41pVPnQtcMm4DmOfny6zrAe2tRyGn/zH6jI7AvYjI9yuSFitwRiSH1hFbqpYSNaPKZ5pPeQmQaAUAwzSaVebe9+mEoL5VDrL7dXiTczn2uFUEeap13aYjz8E255AUwfFT7PWzKGJOVF2/IrFiFO5ACMM3bE+RTNgR5mRoy7gNeQ6o97MOXLzwOkWYeykvFsHOCkY+xsT+yQpzjuxDj16nsFztjyRnoCfXg+E7WEFb4XriSDRhdkxcubETkxSXIi68c8pJJM9UWOjD2unM7CACpGCMrEgK6bm4cXCdQ5KUCvHJ4HzRNh57x4rie/J4XWrkQiO3TjZ3gpjM0MYNiWJuH22dMstRXJuB1YT7FLiTyhMgZIusHIljOy/5Pu5qRyug4xHskkWu/yZ2CxrNDWv2tRioynzQ8mocZiimFNDXHJmcuU0aWsLDEvvE5HJ53VaXQloxw2lwkycUngMm0/QQvyrnTEyOMvGDlWexxbqy0Hcikhd8nGGaekPmU7HkpU3mhasUyeeFmuXAV0xO7Jw+Y/u/PSMoLhY1k8uI3yMtEfEKkqwPZygtdi2TelrONCoaNLJPrQpGXECehcznqfCS5T8WJq9unk+/BbVJenEaQD+3zmgtxfn1VQl5Ikdvv8QCayxQ2omqxAqEOTLlcoMMqirxw7yBaBkwFNQEIxVhPxoQqNz1jXMPxWXY9ymGjW069Bdsu2ZbV+ys6zd8X6lz4sBG/p+OahgS/pnzllN4fe12YjiHVYXIEiVm4AXik/QpkdOP76giKvFSAoUm2gnXpIXg97rzbtgZaTbI53TD0HJXXl5WXeRjluF1uNjku7wiIqqd0Y5LyQvIpGXa9PPY8zBsxzvIGZ31ho36HtX8QYKxgTMWuJvcB0AFvGH39zPMyND6PsVj1PS8hS9GkFUk2COTqVSJaA9ATXHnBqrPZ49w4IyTFYuoAkE4ALi+CIRvyouulKy/pFDCxl+/wHCtZDiDAJ9KmapXkjkXRMWeu5uyVPS98korGozgwywZ6mbzsie4xqqECoshdzGUfNjKRlzzhA/m9hAULG/Hfft5lH7oRyosDJCNgCh0QKXKevZBPbN6lVdSYkUCm/gMeDzBwojlsZG2EGOrEJH+92dect/hbbxM7xyNcHSLVxQQ+vo2mpkV3+al5YwESm7NXluRQnFBeONHBitMM5WWByAtl7cQ0474p64wckKwA8TKSD/KBL2LkfkZ+PQOUk6FZZSjyUgFGZxmJcKM4f4KsvpCsTpLlvJtNVnHeMbgJMYwnh8T2fn8MnU1+vHtdS9ZnBOT2ALou6ryEWtlEOzzBVvPTKTaI9IYMf4vcuVl8F89yEWXTk3NGW4C2FehrDcLj0pBIZzCv+5xXXnY8CPzmFkEwQpa6LGsSbLLJ1SU2RdkhOpix7TCPC5PyAt3IyCoGFItvW46AzyB0BnlB6coLrxsjwFdQPl6TI1StGPPEXngBtKflwclQXsLesBjoXzvCanq0+FrEdfrG5Bumj8tSXjxmw240ERXnqV6VlyA3MM/l8J2Izs8ONKijPjFxl9sgRZkqkBfy8WgaxiQiUS4M8uIGlp6MIx7jXo95LPd9uBOT/NgKEVbq1zWTiWNa03KQF+6FShoT9bSkOCR4Z+t8dWwEeUEK0NzAslOE52XBwkacJMdhLLB85SxSqkle+CLGrxv3QlBXykvDYXyONzjUiiQvPOMIyDbszrjYYLN7nsntze44hqb3iu2T+iye+uI7cdEJbDBo8bWIFQ3dtLF0jE1CfFKMdLAQFJGXSd6dtSeo51VeAjxebgobUYijfRAetwtL2ngNBniRIsOuUwWX/t+fA098C9jLGqaFpaJJTZ4wBvo2s+OhztkWJPkK2qPrwOirgJ5mRujWZUb591JCR9zrg7ZBkw/InG1UovJCfhcCl/ZbeEGo1mTC+g5nMMlSxrul7Baf5HkBjImKCnhF/BGh8smqC2CQFqthl4j1/pn9orBgQeXFUyPlhV9fc7CfSETYyAnykjaq0iYc/Fwrgpz4jwaaMMyz9KhBYTkQRm6PB3r7SoxL1aXjVq9bqF0oL4VM2iFvSGxz0OMBWm2yNvn4tjtt+C6mYCin5HnJl1YvwkYuNxsHWpcteNiIyEsMGaObe6XkRQo5OwLubQlI5nS/Ii+Nh/F5Rl78RWaGyMqL1bA7w+f9F6O8s643LoyOAJPxNU0z+oVIgwIpL/GUVOPFE0BPB5sshifYhTfBG5x1BjIm5cXr8sIjXQpUstoUNpKUFwBY1s6bNsJnhI2cKLiUjIkJljw2YSm1ubepD61r3steTtjfuCl5Uhh5ib9xPTMV8p5AmC2FvHAS2bbc5C+iidxTjucli7xMAgDOn0/h6ugUrhofYyqa05hkx9LlMQirnG0EGBPV8Az3OPkjOVencYth16q8kI+qydtU0NAtexZ8Ll9Bg69TCPEBe17PRV6cU14M3wNEewmfnnb8XJMJ+fl2di6X6O6KJmlSweZdLuwNNol7HmAqkgmhTtHvLF+NF+tnj3jcYnwxgZPaXRnjHpt2uUBlJeJJHurI0zVbKC9uF6sj09xnKC8L5Xkh5UXPGA1R9RKbHqaTxpgGVC1s5JeqSTNPnDLsNhQmY3TT5K6EKsNEXizKC8VfnzjEVsRHvOxCp0Z25HMRJbelQcGkvEitAahOAikvYzF2x7T7dRMJ0jQNIUk1CfDvNIWNJOUFAJZy8pKAxxjcnSAvE3sA8gBM7QcAhKSicr3hXnHsuT0vbP89ug4cepm/kXeM5WmcJWUcCeVlhSgANp+aF3VyvOVkGxEZJPAVVGdsCjeNT2IwEXd+YAIEEeuWQjh+HUIuBgzyQmjxteRMJ41rGuZ1H+Kaub2ANURRTINFeeXcG+51NH04H4L8Pp7T7UN1gpw7orxw87xmIUUOhwmppPuzLva4dn62vIw4Dh9c6OZ1kl7KmFfhcZdlGgl1FK28AAZ5OeDx5CAvXHmBoUZOu1zACtaPaJr/pvnCYoK8uFysgm9LP1NhALR4ihu/KwWV3Y8jI47Eny6RvBz+o3mhVDXyYswHKmzUgIjyAT9s8YzkQr6w0aTLjYyu4YUJtjo9wJsvrmljUu90YhoZPWMK9xBMnhepNcAAD+0MT84hlc4I8tLqS5sySQCj1gUA+DkJMYWNjnCvAy8gRcqLDhfimoMpn7IiMc0My+F5g6T0hfuECpDb80Jhowxw6BX2ZM869ki1YYjkFQOuVqB1uUmNEspLOXVerMoLj9tDOlZxLp0EKS8hIyRjVV6svZFkwy6BiqrFNQ3DepeRKs3DRtZWEcWQF3nlvFB+FwAI8QkgoacFIZUhwkalmLxzQKy+oRu+B10HUvP53lYyQpyojHKfyNpYzLxiLxXRIfSn2G/zwsyQ6aWYlWRKnpdiVI0+boI/6HHnCBtxzwuMczPtckE/6l2AN4yJInqribCR28XqyIS7MMUJVouVODpwnu0QIPKSSSHOF2jeUnuiySEjoCrZRoCZvDBPnCIvDYUZMjn6imPuS5uXsqJpMG4mGuQTLg1RBDCjM8Kxz8Mu7uO7WJ0CHXrOJndytpE+S+SlTSgvByZjGJqYx2yGrWzDWjIr/BSWmm/5OZER/o7kvKE+8AJSRF4AGOTFCeWbzLEAy/LJpBGKWciL3GjNBtQwkYWNuPLScxx7FMpLOZ6XFbZho/I8L1x5oc7RsSgbNOVjKsVUXCy48tIVMVorWD0vVuUl4mOhRdkbRSnVMU3DkN6FuMscNgp6gqaqsYX8LkC28rJQCEm/87wNiUhqfKLJEVYqBT5uDo7pGSRoAiNjuVPIpBG0XI9rEwmhZJaF8V2CvLx0xEyCsq78UCdm+PXQXISq0edi18xBXwAId2Zv4AlgRtMw6jIGmLSmYa5rDdC5WnhX8pEXQ3lxA+0rkYLOQ09AJC6d81fuA/5+FfCLTxbc75KQSsDPx9i4nhTnvuSOzUReqK+b48oLJy/cT+mBxrI2lfLSWJjlRZhainTx+9w+fHbzZ3HFMVdgoGlAPEeY1PyYAZdIveziWdO+RpCIqalhTNo0OyOjY0bPIElG1GA7upv98Lo1pDM6fv/mEcS4NqKlYhjjqYbtgXZgdgxhKR05wLMfjAq7M0AmxeTbFjZpyeTFKOLlAHs5IpOX/UAsaqrz0hvuNVV7tUNKlvnjUcDlATp5yXzheSkybBSfNlSatuVmw67c2yhZwso5kzHCcL2MnCIWzTbfOa286LpQXrrbVoun/Tk8LwRrWj9g9OpKuDh5sSgvmqaZZPyilBcpW6SvaYGUl3QS3uh+UddizmaQJlpflrnSAiq1HkcGSRF2dFh5iUURtGQwrY0nKpvoxndhCScvr4+zwmgRfl/GrUbnYJto1houIpTcy/d1xB+0bc8Atw97uOm4I9AuztV0+3IkO44S35WXvJBayz0v5MUCgJb5KCtV8P++APzsI8D8BCMxTpYrSMyI9ONYOokE/81KbnpI5GXwTPZYrVRpnnEaIIqgyEtjgYrFtQaKj5lefdzVuPnkm0U8X04PndACmIcfGV3Dbn6zroysFJkbU3e+E5O7/wuAeTIIeULCGxOd5bVhQh1wuTQsaWWT7eNvHBZF6pLJeRyeZ5N3X7gPGHlJpFYCRiVIUpTm03E2gLevAvhAsazDIC+iXoXjystBYG7cVGFXbrQ2k5zJyn4BDI+Ch8hU5xohPYuVXbHZRmTWDbYBgYjJX1R2ttH0QRZmcnmAXh7OikXZoCmjVOVl9I/Aa/+R+/XZMT4IaejqXCueZspL/rARYGQQAcDyZkZemPLSnRU2AlAyeTEpL6EFUl4m9wGZlJFanMpNXrylmittQH1j4pmUWblzUnmZn0BQUom6NS86M5kKyctuLOH1lagtRr/OFi0xK3lxezDH77emItLA++Ls2A9a2n8IeALY7WOLuZWBLrTw8WDK40G0jV2HLuT3vET47zvlckGPLBULn3AmA+/MKPDg54E/3M421lxActZYYDiBxKxQtOPpOBL8b28p5CUVN5TkwTPYY8zhsBGlSvN7UYSPVNiosRBPs9VSa7D8+gkuzQUfl9ejmh+AhnFXgNVTAGsrQGbJqKZjkku/8irD4/KIwX4/VZ7kHaUpdPTfbxxBnCsvh1LMP+N1edER7AAOvWwiCCRltvnbEPQEoUNnaYwdK8U2LQEvWkPs81IibOTASkU2ss6OAtMH4QXQxMfAgeYBc6M1G/WFhFhBpihkBBjkZbZIz4vkdwFgr7yU6nkhv0vrMtHLiikvk+btSiUv914D/PRDIsU8C5TF1dyH7mZDXbF6XoKeINpdhgpCpIWuOZfmwpIQC7/FOXmx1nkBLOSliLBRTTwv/HoLgV3D9uSFJprKqx6T7yGWSSHBa/o47nmJTZqUl7UeTjorVF4obERY0vs29rE2m8/w2i/FVIrum2P38CiStp4jePzYxRdzg/Chhbc7mYpPYSLCykG06Brc1qwnCRHeEiOlaZjJxI2+XekMsO8J4JkfsQ0/8EPD3E9mfycgkZdYOoYEteawFODMi9FXWRmMYJuxj1UKGwVcjHxS2QwkVbZRQyGps4GuM1RZqh3FF6f5BbPLF4auaYh4m9AeaBcG1SmXC5MZNlRYJVLqPTI0xSeoCPs/mXaj80nEdMamD3LFqC/cxxSbkZfMhl2+GtA0zUib9XqEWZewqov5dSjl01NpNoapUyqXT0ZZrZG/TTXjL7f8pWi0Joqg2ZAXkuPF/sjkpdSwkUiTXgHATF4SGTbwlKy8EHlpXwkE+LUTixqmXUK+sFFy3hxiS6eAUVZUDq//p/17Jvewx7blaA+0C7XOb1FeAGAJqNCfjiAnFaTAdAW7EOI8dV5zYURvc0R5kd9LlVerDq70BflKc94m/CfIS6VGzlRc3FsJPWkJOzqpvEyalNS1fn7NV1ITZHwXlqTMx9/fzSZQUdlbwixXUcJFTM4dUyPw6DoyAA7P2dyXnoBQogeHn0MzX2hNJ6YxGWaLtNZ0Km+6eTA6LBZoh+cOi47pkUyGhYj0NHDUu4Dj3g/0EHl5peC+F43EjEl5iXMVz1cKeTn4Anvs2wBQ9l98ytk0e8o24spZgAqPKuWlcZBIZZABG3C6wuUrLwAQoMwNPjFGeTpuGze7ibCRy2XUT7CQF9F7hIeDyNBF5AVgNVkA4ABfdQhfwYhZeZFboBMpGvZ4hFmX8JX3rcP/On8t4C6QjfFfXwG2/W/712RM7AagA/4I0LqU7xszB74j0I+LVl8kNhUGPJuMo5TsJQCMTCOgjLDRHvbYZlZeAGCWr1I8QHnKi5W8lKK8PPgF4NubDJUlOsR8SQCw62H790wYKpLb5UZngP0WTHkxr+DI3xBJZ6BZMtN6wj0I8O+ad3kwhXBWbyMAaJaGl2JqtpjIy0KFjfi5CFFZADvlhSuKJWeGWBEdllbfCYty57DyIk1oxwT5fV7uKp339upNpYTiCRjhRVvywolxUxFeMNfkPvTy6+0ghb1lSORl5cw4Wvi5mk5OY5KHtltTqfwLkvE3McDDXsMzw0J5aZF9LWd+nj3SYmfESeVlhpXZB/MmzvHfrDTywtuc9B4P+GnOcbgGiyAv7D6mLvfK89JAmJxLAC52AVaqvPj4jZ70s8E75uUZG1yRifAsj6jLlbN+giAZKT5ACfJieFMO6+w9B+ZYV+B+V5ApBmM7EJJkZn9SIi/cWDzkyVZeju1vwTWnrxTKi20djOlDwGNfB/77nwqHQUhJaB8UxmAh3YbMk18+064gL/REr0xeeLZRsf2NJs3KixwWodo7JYeNKJbeNlic8pLJZGdH7fwte9z9GHuUU68PvmifTSWOhRGxLh76sVNe+ufZ/yOZNMv6AhDhBu5eX5uQu1MeL26/5h2GYVdqEdE8ZxxPMfU+ukPd2Ni1EVuXbxVp+lUHkRee9WcfNuLkpdJaLOO7TKtv8kz5HPe8TCIkTcrHNvPMsnLJC+/t5XN5xTUDGAumeDoO3XLvz/IMrfBkERlOE3vQz1Ud6qclI+UNYB9PYBhcezGaV7IeZVPxKUyk2HXamk7n77B85E0McII0PD1slIqgZICV7wCWnsT+pvHCybDR3LipXxB13Pal48UrJ9Rgtm8Da15JIR0n06Up24jf6wHyoSny0jiYmEtCc1FxpKYCW+cHObpDLc1oC3mhBdmF4wfVIWA33YTbJapCWitXEskYdrsAtx9oZqsiWXn5o+doZN77LRzk/Xn6Xv4F8P13AZkUQpJZ0i+tlgb4CtgubERIUnsAu/i2PABYDalW0ATcsQpo4aZRCoWQN4QjX7q0qf5KqEN06gYABIkE6cV5Skh54Z4Xl+YSCgFlLFQWNmplf8uGXVIgKMvpqe+x9M1Xf8mfH2e9kQBgbIf5M+nYdj1icyykvLDJrJvX1/BndBZLp2OIz2AJrx7dkskI8nL65GF0p1J49/gho16Jy41jlg+IxowBSZ1olghRm154qHG73Pjxe36MfzjrHwpu6xg4YQ5yEmkbNiLlpVLPy5E32G8NHjrgq29W5NBB5WV+AmH+Pa3+VvSSAbvcSY6urbblpkw0+W+r+jLDCV/4pZ+xLJ5cvx1XHEl5GZkdydpkVk8hxclx5/n/hGYegpxOTIv7vy2TMWpR2R7DbqEmDs8Mm8NGAHDWF4xtSamd3OucIXb8Tfh0EQzHNPeQ+DPp4goUZtJGGKv3eJaVReqLk74XIi9c/Q/QWKTCRo2DibkENDe7Ya29gUoFFYVr74jg2VveDS3EWS+RF14BdNjjgc5vYmvxJ6G8eHmVSk5yZOVlRUcYrs1X48CKkwGArXY4mw9JdTUC6YRI/V3KvQ/DPp99DQbIFUhtlAyZvBQiC5Rp1C6RF1I0LMqLKO5XKGzUc5w5/dLtKb6/ka5neV4AI3RkKC8oXnnRdcOUnCtsRM3p6Pd68yH2+Mp97JFWYABwmK826TOprLdd6MhiPr7q2KvwzqVn4+w5PnHSIDixB2fOzWNdPI6LpmeFD2nj1Dj+a+gAzj34OnxcKYi7NMDjFxV2ZQNis2SKbp8poa7OQiGdEr9JKMjIcd6wUaXKy5E3TKvvGV7W3nHlJTaJ9fE4zgn04zObPgMtUKFhVyLbciaa/LdMXpLpJBJ8LAhnMiyL51/OAh76G2DoKfNn8/urT2OT5MGZ7LCRnFHocXmEl2oqMWVUHE9ngElz8TyhrGYywPguETbaP73fMOz2HA+c8efAslOM94XaxeKPPHcV48guaDCyd6jfV9Fm7SNvMPXDG2aLOwCo9LzagX9WgM9pgrwow27jYHwmLsJGlUrcFIiIub3QNA0xj8/0fGSW3aD7grxpYya7gzOtgkbdbiSkiZZqvQCMvADAwRibVPr/5HvAu74MHPVuhI8+V7zHn9FFCGMgwQbVYU/uKi4ildQuDCOb3grVLaGwUccqY/AgBO3DRnbkxeg5BLPfhVBsobqZUT6waEBkqbErFHMn5QUlKC+zh3lcWWPhG7uwERWgIiWGfpehJ9njQYm8jL3OBmmaYI4+jz2++YhZjs5IgzsPG53YeyK+efY/oZcbxcUgOL4LPek0/s+BQ/iTmVmhvIjvmNiDAK9+TEZdUl4Eeclk0Dw1yn4fXUfI2g6hHhDdJ+oXhbgnx7ZIHZGXVKXk5U0RNgIM8sJ6YzmpvEzCB+Drfe/CJUdfUvkKXSYvYXZfhr1hhL1hUXQzJpH3WWmiC1/8A1aI8dBLwO++Btz5LuCPDxifzZXNPv7775/NDjOJrCyXD5qmGR7AxJRRcTyTNrLpAODn1wJfX82u3emDQGoeAzxLaXhGChsdexFw9hezj5lCR5VUJZbBVSG/y9w8smjiKvwu6wDKqiLTrpPNGbnnZSmfTwaCfKxUykvjYGx2DprGbgZrKfRSIeLgbqZyxPijn49zLdNMSh3iJCSSTmaZtNoD7QhqbuiahgMRI0wi13pZ0RlGRs8IU1xfzwbgtM8CH/p3hPo3ifcEdF1MnEtm2OOMpucsxy+UFztpeKSMsBHvPWJCCWEjs/JiQ16KzTgipSIyAHiMQYd8L2V5XugYI0tZ7RkiL6l5Y3+IvJAvh0JXU/uZCiIrL+k420/63LddCbh9LKwky+jTB1loyOUx/EQECntSurS1voWVvADw72Mr6Dh06LqOOFcPAzQQT+xGM5+Q29JpaPn8CLWCCIcMIkitMGxi+5TW6k1X2On7yJvwAnDzYZcqdIsJbH4C2Le9su8ADAWPQpJEXsoNgUj3JS2SOgLsfqQQqqy8zEiNEj3HvR/49PPAhd8xsnjkEvf8HlvBP3f3ZDbJFeSFh7blpp+i4ng6Y5AXXQf+eD8Lu772a7H/AyE2Lg5PD5sa09qCTLtOZRxxVdkveeYAPvYXQ1xHeKYRFbUEnA8bZdJAlJHHs1e+B/ecfw8+vfL97LVSinAuEBR5KROjs5Pi70qVlyzywo26AV0HdB2RCXZTkhTbls5kmdM0TcMAt6gOh8xN9FZ0MsVldXcTjswfQTKThEtzoSdskBw59OWXyIt/Yg+6JaObHQzlxUJeuBlYIF/YKDlvlC9vX5U9wZZg2BXKS1MfsOa87O8qtr+Rxe9CsIaNPDqKV17ERMBDQ/4WiEi4aMHAyUtylqkuciG+oT9Iq0FKJ3/NIBw9xxkS+Ev/bkjnMhGz1sPwc/JCHhVSSVpYKJIqHcthtgC//uLQkcwkkeG7IvxSh15m1ymArnTa8C7lQyYD3PunzCOxEDhiTMp0D9sqL/w39KYT5aelJudZRhiMNFSzZ2oe+PWNwF3nAG/myBYrFqTgUXiUJuiylRcjzLm+ixGQtR2syKGpKSwHKS9iTGnuATZdBazjE2FUCu/wa/6oNlYB+8DsAZNyA0CUJCDyQsqL7HlpzUjkZXrECHO8+ZAgDv0Rds/Npeawd2qv6bOyQIseJ0y78xNirPFb5gqfjtKUlz6ZvDgcNooOs8WQ2w9X63Ic13kc/ESAVdiocTA2xycu+EW9jHLh56Yx6s5KJCbAzZIt8+YVUySTYdVULViSZJPcsMccUrr5vLW4aevROP/4PuHm7w51m0JPIam5pKy8YHwXlkophnYQdTCssvrY60b6LpBfeaEBMhBhRKXFUqQsh/KSz/PiWXdxFukBUHzYSPhdzOSF0oFp5Vya8iL5XQDmTaJBSEplFpkE+582v3/XIwZxXb6FPb75MJBOAC4vIxyr3smef/SrwDeOBf7jBuD5u43PtsKqvBDBWvF29jh1IKuRpCDceto0cQUSfPIfeRknz8dwdcKDG8YngcM7UBBHdgIv/pR5JKz+hWpAGMRXGq0wbD0vkpJXru9l3CgDQBP+NG+aKCaw3Y+ybYeftv+MYpFLeSmnJoium5SXo9uOxrZLtuHW025lH82Vl4SkShH5aLImMlA/LTm8w6/5SMfR6OIhijcn3zS9TVSy5uOVTF5Mnpfpg6zMv1yle89jYqz0d6wWJvWhaXZ95eqWbpCXVytvE0AkuakXfqnUAmDjeRl7g7UokGs46bqhttoqLw6Zio/sZI/tK40FDpEtFTZqHIzzVFKfu/KUTmqLHuMkKMZJTIA7zCOWm6ctnQEOW1aymQwG5tlguF8ze0/W9Dbj+rNXI+B1C0Mcxa4JsnokKy848oYpxdAOOetgWOsk5PO8CLPuSmawbeoxzKdAluclH3kR9TPcOfpcU9jouZ8A22/PHTOWGjLKCHInvk6krRTPi1V5AcyhI4CtmIl00URG2WAv/RzQM4yAUYnw1x/k+7mcGZI3f4T9C0SAmRHgmR+wY6VtrLDKz6TirDiNPU7tNwZT/tsReUlDF6EWTdfhJfXm0MvwArjp6A/ilFgcmD5QODYvE6RctWqchDQpm5qQWmCEIcFWpmV9F/m5VsLHJ3wT+T3yhqEEjr9p9wnFQygvrezRVBNkxuYNeTA9wq5LzS18X73hXnFvEXmRPS8UNpIXRABElpuJmIqyASuwqpUZUa3kxaq8yIZd0WBW87Ljmxo2T/yJGeDln7O/O1aJrExCzrBRx1Es68+JNgEUvu04ylQHCbDxvDz+DWbM33678Vx0mI3HLg/QbbT1cDxsJHsOCXysU6nSDYRJHj8OOEBeKL2UamWIaqXpFHDoJXMhJfDaG1blZWbEMNcmczNxUl6sje9sw0bxaWDmkCAvtFqxIiWUF4sngCRXmnjzhY1EjRd+47i95hTncsJGLk/WawCAo89hUvrUMCv2dvtp9qmcNGhZ1ArroFxStpHs6yEELANosNUga6S8kKGa5Nve44GuNexvkuHpM4OtwHv/CbjpDeCDPwW2fApYfhp7ff2l2fskKy+phFHlmMhLYsao7rn63YA/YjKe0jkI6Do0WgUScV2+BWjm19rhAr4XE3l5JP+2TkDKbiPybqu8mBoolklebCYwChv5dN3sdTniFHnhYSNvkE18QOkTnWhlsdTk+yLIHe0JOZUXKjw5tZ/db+mksUDoOApHtbJSDDsnd5reJht2AYO8TMYnxW/YSgb/yX3Z5G+WGcfRvlJkZRKoenkW3FIz10rPhzj3q0TIEGDhZjdgVl72P8seZVsAqS5da40ebUAVyItxjQrwIoBIzDpbydcBKPJSJqIxdoMGrauLQtj9mJHyykG9hIi80GMwnQSGnkRTJmPqzcqUFwt5Gd9thHdsCj0RDvDeR1nKixw2ynDywm+gARd7LWfYKFcqKZGXAV78KW/YSKrxQqBJz9dsvmlhzjayFsgSK2VXDuVl4ATgxleA8/+BhVqi+8xxeILdSgTIWj2VNKkVQ14CrQZZI8Pg4BlmH1Df8azhpAz5MwE22aw5F9j618BH7wc+/RwweHr2Psmel+gQU3a8IV5Er5W9tudx9tixChjYbEte/LpuZE1FeWig5ziDZFmvWSus5MXJrr5WpFNGmK69QNhIlPF3hryQWkGTvBc6U8gIxSovsSjw3N1mRSudMqol07mrpCaI3fUqQSgv+TwvhKZedr/paabE8aaY8IaA5j5BXrKUF4thl0I95E/SoKGlRQpJ0X0rJSHQMRStvACGN65QokEhjBvjiDx2iNGJlJf4jOERlM32oi2AFDICjFRpp7KN7MiLUOQruParBEVeysQ0l19LyjTKZIB7rgR+9lHWMZmD+p3EOUOZ50qGf3w38PqDcANoksgFM6ftNWccSS3rh6eHsyZ0gsg0KkZ54SvlpXxgsAsbZfQMUlSB1Hpxi4mXT5h5w0Y0SEpEgTKOQtl9cTqDndCgIZlJYjxm/tyCygvABvMTrzFCQnIcHmADCU0oloE7aIlbC89LoZXJ3LjhR5BDUVnkJWIoLxSKa19pVAAFWGO2jlWGN8ZmP4uGrLyIDJwVbNIjwnTwef4dq4CBk1jNCuruy43LgrxQbYzIUrb67zqG/b8U8jJ3hKXXVgvRIWaEdvuBliV5w0Z0Pfl0vfywEfkeOo4Sq28RdrReNnNHsqst2+GJ7wC//ASw/Q7jOXkik6+rcjOOCpAXmozjqWzlJYu8uFyi5xomh4zJknerp7DRGxPmYnNZYSOvuR1Li78FHgqHyuTlxGuk7/YArctNyovf7TdVzM4+OP77VUoObIgrYBQhFartyIts4QAwdYrGd7ktgAynDbv5lBfAubRxh6DIS5mY4zdosy9cYEsJ0weBeBSAbsilMGpjUGv5OJEXXWchl/d8HRGpN0wrERmZnY/vEiW2Z5IzYkKxIpfyIt/EwrDLVwED7WzlPDI7IsxzBLkLrHf6oGGCnT7EUn81l2EsncuzghFhI2mQFOSlI2tzn9snSpXvnzHXhhAr5VzKi4xWacUmgwbtYHtWyMo64LHJpwgzJ5l1m/vMg4JpkmlhkrWVsLWvBJaebPy/dwNTo2TvTLnkRV6VWw3FdA5oUG1fCSw9kb2NkzU5bIRY1AgZUbqpIC8FTLv0m5MnqdKsm2K+q30QcLlyho3SmbQoKMbCg2WmS4uJeqW9cpdr//KBlE15WyLHvmZ2HRFExpGz5IWImF2qtO3CjkJHk/tM4RQAQnkZnR81hYNFGwVOXrxur2kB0epvNe7jiT1GuHf5qUZ6dusywO0xkZecISOCqH49mX+7fNB1KavNHDaitjCCvFDIiEC/j2gLYCUvDoaNkjHDiySTF5cbWHkW+/snF+XuWF8DKPJSBjK7H8el+r0AgEigBOVFNn5RWrCuI8B7CcWpaRsfdILBduBj/wmcdK3JFd9K1XBJ9uafHdR1dHEPjp1Kout6TuXFpbmwsWsjur3N6EmnTMpLe/c6BD1B6NBzEgUA8Bx8Efj60cAPLwDuv5E9Kac955JfE3NMRgbMIRqaOC1mXQJJwETICCLbKJ/yQshJXuxDRkC28uKh8n2FfC+5JgKZvNCAKRM2l4epGMtOZf/3R4zPkENHTigvkoESQHa9nfZBYMkJgNsn6hBRtVJ/RmcD/b7fsxcoY6MY5SWVMM7BpqvYYzVNu5ZzkStsJF/fJfewIsSmDN9FxyrT6hvgig7AVLS+jeb9ywea3OSQE91jZNYl1EPYCDDut+hQ1kq/ydeEXj62yaEjobxIBd7kjuUm8rJvOztHLg/LbjrqbL7/7D6Ww0Y5M40I9BsWo4LlwswoD+NpQPugibj6aPolte+AhbyM7QRmjxhzhbVmldxZulLITXGtldQv/Vdg+dvZ9/z4/cCT38vd7mEBochLGUhtvwOtbhaqaAsUuAFkjNuQl+S86DYaB886IuXl3K8BS1jcVl4lmMxp4rPZILOEpxsOzWR7OKYSU2Jg6Qv3Zb3+w3N/iAc238ImJcnzonUdbbQfsPheZCXG27eBxbP3PAb88dfsyd71hnEwMW2/cqUJU/Z6ACzlN9RpX6sFRnly6z4V9LzIyEVerAZiCbZhIwB45FZWW+XwDvumj3JDRhkyeQnyv2XC1sqziPo3Aud/A7jkLtH+AV3cVChlg5QM2fNizYaKGIM9Qp08pNUKfOjn8DextFOT8rJvO/AKI/Yi1Vo2FueaPGWvzfGXs+f2/r56xbEsk7IIG1nqvGSRl3IK1RERDncDgYiNcsevn65jjAmqkEk0kzbGk5lR43maaC29z8pKq7W2srCBKFJXTNgIMKdL24QpSH15Y9JQlcnzImcPyvVZGHnhYSPyrrWtYPfMyX8GrDkfePtnALBwM+1zXr8L4IzyQue+lRWl9Mk95CjkS4SYivfRfTy20yhO177S8LiID3BQeZFVMLmdCsDu+Q/9nCUNpGLAAzcBt28BXv9NTU28RSxNFbJw6FXM8HLozf4SwkZSqEhULY1PiX4ncT7p0iomIIUWTMpLRIrvAqZBZqBlGZ6f2Yv909lltkl1aQ+0Z03AAGuM5w6zCQkzo0bF1841WNq0FDsndmYpOjS4uzQX3H/6KKtTMLSdEZ+Zw8CW6/nkrAHgK3M+6QnkMMai73jgf76RfTNxULVPq/JSlOeFUChsZKO8ZE0+4W4gNgRsv8140hMANl4BXPCP2Z/Zno+8cKInkzh54jjx4+b3kqqRIxukKJDysv8Z4xql+LqsvMi/xeAZCLzYBsSOmA27epqFCt/1l6xTLx1LuJupD2OvA0s2Z++DTCa61rD2ENMHmIqz6uzyjisfrMpLjgq7JmURKM+0aLm+5QkM4HVeAEZOO/i5LmTandxnFC+clpQXmmityks5fXBmxwzVwFIugGBbYZf7AfMqL7I3xUJeHt//uC15KUp5IdCio6UP+OC/iac1TcOSpiXYFd1VRNiIv16J8mIhaCblhWqpJOfZYpGuyfWXAI//I6u7QqnKVr8LUB3y0rna/nVvELjsblZ24ZFbmaXg3y4FPvWM7Ri5EFDkpVQk5+GN7sZcRysAIOwphbzYKC+T+4RsHOc3Ka1i5AvdpLy0rRLvBcAGmfgUAA2dkeXAgceyTKwAMDbP/ChUDMoWNOiRFO1rBlr6DeUlB3kRKkfnUeyf3efOTzDTqpW8yDVerMhBXACDvFhDWSUpL7kMu3YeHI6sVOn3/hNweDfzehx6mRW2Ss4CT9/FMn2IhJYSNgrmIC9WrHonS6E8/gO5tykEGgTpPBz3fsMcLJMXy37QxCUMuwCTnS+5C1j9LvN3tK9k5GVibwHyMsjO+eAZwIv3sEZ+1SAvlvNLZD6ZSSKZSYprh5RFj85l6rLIi9nbkdPz0rfRuDcKKS8yuZkfZ4qmx+ds2Ij3r0JTd1a2H8E2VTrFU6XzeV4O7zDGGGnys8s4EoZpifRlKS/hTsATNNKO80yoA80DjLwUUl7oN6zEsGshL2bPC59+UzFDdWkbBAaYpwxjUsq41e8CSIZirqbt/T0j/Osurng/beH2ACddC6z/APDYPzDSVSPiAijyUjoO74CmZzDDJ9WmUmQzOWzEe0hgfLdQXkhxEcqLtMIn5SXkCcHXbiEvVBOgdRkivDuuXfE2GmDyOuxp5U/oXA1omiAv1lovRZtjg+1sYLXLOMoToskHR5WX6QPGBADk9bxkKS8tS4AV7zSeyGSAv1vBzNnRYSNsUgx5oQEzl/JiRVMX8MkK++HI9TjCXcB7/sH4v5yenYu88FBEYPAs4Kpb7buPty5jipyVJBKkPkMAgL4NjLzIfZycgtwvip9fmZDOp+bh9XHyItKkOcrJNrJOYFbPC3mm+jYAPr4fhZQXK7mZHWUhPmt1XUI52UZEdPJ4Q2w9L4kiPC9EXCyG+HxhI5m8mJSXQCsjvK3LjFTjPJPq8hamXHcEsxMBTHAibGQZ28zKCx+fkvOGWXfJJqBjtfFeUgJ7N2R/Np3TxDS7pu+5go2vvRvsF5D5MGYm2HkRbAW2fqXmdV+U56VU8DTQWe45CM1NFv9ek/JyQDwnSq3zgZGqVcqDHK002gJtZulV1w3y0nl0/uJt6ewVTBZEiIeDT7xkdMvleSlMXjgpsjPtEqkrkcWT52X/zH5kKBsGJSov4S4W4tEzrGgdwA2W1CSxCM+L9XtcruxwlOkz84SN7JSXaq9u/BJ5ueAfjfoWQFHKizDshjrsiQtgVPalHktWWImd0119ZYg0aZ8gZ163V5BdOXRkkBfKDKkkbJS9+ga48qK5mD9M7iiet6ijOZ0Y04f4+ybZY07lpRzy0pxzE7tUaco2siUvzf3m9H7LSn8wMggNGsZj4zgyzyoOk2FXvs+ywkaAOXSUZyF01dqr8NF1H8Vlay7LuQ0AZwy71nMvjemCvMjKS//beJkCN+9txs+znfIin5dDLxsLw9Eim0kefp2l2cemilNerMijii8EFHkpFbx2yRz3vIQL9cchzE+aJ+6ZQyy1djybvNgpJCRxRvwRQ3pNTHNjLZcXO1ebirdZQZ/rc+UhLy63eTLlVSaXNrPvtNaQKVp5odWV3YCcL2yUB73hXrg1N5KZpAiJyftUlPJCKzbAIBomg2X2qjMr28jue8Rn8smaiGuow76ui/jwNmM7QrlZRMViyWZgxenA6TcBa99rfs3fbBAqC4miSVgYdt15FL1c3iKClbyQcXVyr3NFuKzf1TZoalJJ51XOOBLXNw3UpRp2dT3v6hsAvB1HM3+UL8RCjFScUVZqrbAqLzMW8pKlvFCqdAlhI0FecmdU0jUgKy9E/mzDRm6PxUdlnixD3hBboAE4EuPkxUZ5kcNGbX5+z8jkJQ/h72vqw42bbxSZTTlRqfKSyZj6ZwHmMd1PY+abDwG7eF+r/k1M/ZU9Rk292aF2gC26aOzZ89/G88V2cP9/fw48+HlmvqWmqyWq37WEIi+lgisvkxq78JqiuavZmiAmr05eLl9nMeWJ3ayiLYzVCykv8iC3tn0tXJoL6zvXM/MUlc6f3Gc01OpcLUiOnfIiVjC5ev4Q5NARV176m/qhQcNcak40QwOK6CNk/Uyr8pKYNWLrJU7SHpcHPbzNvex7KSlVGsieWHMZiDmywkZ2xE2uZwEYBNNuZZMrbNQ2yLIzrGZEp+ENAh/5NfDOW+xfP+/vgC2fNtJ4Oej6FJ4Xt70vAkB+8mKpdguAHT9lXRwqciVZLHKE7yh0JGccZSsvJaZKz47x2k6aUNysv5P3qvuA9/2z8QRNIPlCR7RSpvuKwjCk7llrI5XjeaFKvUWEjezqvNgqL0BBkmFVcwoadolk0Oe6/UZH9EpAn5uYKS81eGqYhRldXpFlZVJe6O/xXey3Dncz5QUwG2ftVBeAV07m52avTF7esN/eCqq7RBlazX15iWq9QZGXUnGIkZcxF7vBQpP2JfOzQDH29pXGymrqADC+Wxh2Y+kYkpkkUryLrTxJru1Yi0cvfRR/cfJfsCfkycAmbGSnvNgNAraQyQtXXnxuH3rCjCjIvpeSPC9AtudFFINryyoGVwyWNGebdksqUgfYKC821X4lFAwb2X2mkGVt3PyyxE8DpssN/NkTwPVPsj5PtcSGy1mM2yITW8vcW8MhJlhDnTKmhk3VbgV6eYExp0NHotqt+fzaZRyJsKgoKFai8kIEJLJUZI5kkRfr9UMZR7lMu6m4MeFQ7R9Kl86lYlYpbGRNldZ1PX+qNGBO6bch81Y1pyjDLmCEJttXGqUEKoG8qChH/aPzR2nbsBh22waB1ecAb7sKuOQHwPVPGZ4n+XexyzQi0LmRi8cVo7zItbXWXcIe5QreiwCKvJSCuXGxwpnhcdvw+J7ierCIegmDRu2MsZ3A7KiRKp2Om2LH1hV+a6AVLhpEaTIY22GsWiXyMpWYMvlAgCI9L4BBXlxeU00S4XuRMo6KDtHkChsVIAqFQJWC5dTwkjwvQB7lxV4JCrrLIC8itGejvPiaIXxGMpHxhYxUyTqE9fq0/i4mtAwwX0cqZq5LAphbEsiTjiAvDpt2c6Ss29V6McJGfL9KNeweyTZCWkle1v1IxMPqayFM7GEeLV+z8RtNj3AFa0/W9wEoL1W6FPJCfr10TFQkzmrMSDApLzbkhX8mLbYKGnaJvBz1bpZp846bc+5vSXB7+L2J8kJHNj4Sv0siL4EIcOX/Bd73HWDdReZ7vxjlBTCUF3lReOSNwmZauk78EeDi77O+Zxd9L/976gyKvJQCLl/vy3Qh42aDWhM1sysEuUAZxXw5W/bzGySeiovVhgYtv0JCA8CbjwDQ2Soh3CVu5IyeER1XCdYeITlB5KVjlanEuOx7IVRs2M2TklwMSHk5IDWjrFx5yZ/9FLQQCtuQmfhMfm2I0N7R2du6XMbkYvUq1DGs11Fe5cXjY2ZNwKamTo5CaD1VMu3mUCfkKrt3v3Y3bn/+dqNAWrmGXRvykuV5sV6nVLvn5Z8D9/2ZYe63+0wKH8+MMn9QJsVShpv7ze8pJ2wUZ+Ef5CIhyE6VJtUFyFYoBVol5cXmvrdmMNkZdmXlRaQ8+5tYmv6x78u5vyWjEtOuTa0o+R7JG2aVFdp8yovVk6e5mLpGHqhcmJAW05rGzkO++7cOsSDk5bbbbsPg4CACgQA2b96Mxx57LO/2jz76KDZv3oxAIICVK1fijjvuyLv9goH7XV7RlwIaW12E9IzRiC4fZOWFyAvv1BvgE11KTwnJOuAJQMvn5qbJcYinyXYeDWgavG6vGIStvhcxEBdLNCwTrV2V3Yo9L3lSkouBqPVio7wU73lZwR6L9LyUFDaaHWUS7ViesBHAmsitPCu7BHgdwzoJ5x2MgWwTM4GUFevvTarC6GuF+0YVCzlNut0+bPT6+Ov46pNfxW0v3IZXj7B720vG3rLJi7T6LhQ2Wn0OsPFDAHTghX8D7jidlYkXnyldn83cdDozYl4IWMMmtEKnVOmd21iZ93woQXkhoiGHjIRKbAWZUSNLjTCJhJyeF4ksE2Fp8bUUf5+XA1FLxSZLshAKENe8i9Oe49iY2bE6Z4FAAOZz077S2FauEWOHAm0fFgOqTl5++tOf4oYbbsAXv/hFPPfcczj99NNx3nnnYd8++6yD3bt34z3veQ9OP/10PPfcc/iLv/gLfPrTn8bPf/7zau9qQUT3slLNr7qMVU04oxdHXmjAbBs0zGRR9hv4afJEkeZHwJgIqDGiRDRy+V6KVl7INDZ4hulpChuV53nh5EUOG6VTwK7fsb+pFkqJsCtUV7byMnWA/SMJtkAnXYLt4BloNSaMoT+wtEfNnXsgeuf/Bj78y/Kr5NYA1ms0b7YRIKVLS/d+Jg388QH2N1XkJbQuZ79hOlF8BkUhTO1nn+f2mVsfwCCl9+68Vzz35MiTAKSCYiWHjWj1bZAXOdzm1txwSxlPABjx+JN/Bq55iPnj5sbYNSQ+UyJEpLxMH7KdLAXoWkxMs/vu3z/OyrxTE007kD+mhFTpgmZdgPXJOfV6ZgS3AY1PpOaIcLc02a9uW40LV12IT2z8RO7vcQIi46gcz4sNcZU9L/nG4WAr8IntrLddvkWsfG56jzcWR4XuF0VeCuMb3/gGPv7xj+Oaa67B2rVr8c1vfhNLly7F7bffbrv9HXfcgWXLluGb3/wm1q5di2uuuQYf+9jH8PWvf73au1oQ0X3PY4/Hg3QPT3vT3KzK3+hr+d+YirNiZYBZeeHwSytAIhyFycty8/+lG4RWJVbyYjcI2OJtVwKfe93cUh6wrbJbcqq0rLz88deMwIU6WN+MMkDkZWR2BGneT6hk5YWqc0IHfvYR9lzXMebOzxLcLrf4Dd2a236FKadgv/lf7LFtxaIiJ4Vg9bzkDRsB9srL0B+YOuWPZJFluFxS6CjPJFsKZBOlhTSQYkkpugDw3Cirv2EoLyUYdjMZ2xCVOeMkz/UwsBkYOIH9LYemZZ+YCBsdyl+rw1QT5CWeAYX8Y1cxyovFXEvKcV7y4nID5/wNcMz5ti9bQ1F2iy6X5sLfnPY3uHLtlbm/xwmUGzZKJ6UMOnvlpeAY39xrrrlkBxN5WW94ZXL5pQiKvORHIpHAM888g61bt5qe37p1K554wr619u9///us7c855xw8/fTTSCazpeN4PI6pqSnTv2pg9+RufKg9ig/192DJGhaTDlH4YOdvgP/7YeA/PgM88OfAb24BDr5gvHlyCIAOeMOsKJqFvLjaB8XkT6GenPFigrUJn6S85EqXJvm14E0DAM09WYyfPC+jc6NZq6Kyso22cwJ7wsfKNqZ2BbvgcXmQ0lMYnRstbZ8IMtEY+gMzKl/4nbxvoQE273fQZ77xEHu087ssYpSsvNilS7/6K/a45jx7Yue0aTfPoE1hIxl0nXvKUV6m9hsdjqXFhvy7FSTYrTZqlUl54fU/Mklg+Cn+vI3y4vGz6xooPjOF9ygqSnnhvwv1NbKt8VIkrCZgu8aMC4Zya71M7GV9vrwhI7sUJRDXYiGnsfceb5CXgspL/oabiwFVJS9jY2NIp9Po6ekxPd/T04ORkRHb94yMjNhun0qlMDaWXRDu1ltvRSQSEf+WLl2atY0TyEwkoEFH1O3GkQhbmYV9LUx+jkWBV38JPPND4MnvAk98ixEZgjDrrmATpUWuRpvRKr1o5cUbYMWLCCWEjcodBFr9rQh7w9Chi5L8JYeNUjFeDvsZ5tdxebMUnlLgdrlFh2zy4lCqeUmxcDkD4py/BZaemHdzIpdFkReqeFlqye46h/UaLVotlBuKvvYf7O9jL7R/j9Pp0nnIi7xgOH/l+XBLlWDFeS7F80KqS9ugyfhurrJaYAKjRQr9ZvEZoy5SBzdZ0r1Fv5Gd8qJphrmzWPJSRqp0UWGjAsgiL6S8FPqtqoFymzOO2/uPZLXSGfJiVV74PJDP85JKGEqetdr3IsKCGHatxlNd1/OaUe22t3seAG6++WZEo1Hxb2ioiMyfMrBqcA3OXnMpAODXe34NAGjyR1gtjovvBM77GnDWXwAn/Sl7w5iUriabdQFWqE6e9NoHhfwq+sTk6z9EoMnR5TFdhLnCRkXXeckBTdOyfC9FG3b9zUY1yLlxVpYaYKmNzb2531cEZN9LOpMWKeJFKy+AUY5+3SWs+VgBCPKS77itxeVymXUXKbKUl0LXrJyBlcmwfi5Tw0yRzNV8sY/3dNn/jDOm3XzKi9Tf6IPHfBBr2g0flleUci+BvOQI48jhtYL3Df1mNNnQ/oc6DNIiFjF8vMlVdqDUmiBEXvJkG1kNu0WFjQpAfCYvCFh0iYdqoNzmjDn8RyUR12JAykuok42jNMZM7mOLRDtM7mOp9t6QEXZchKgqeens7ITb7c5SWUZHR7PUFUJvb6/t9h6PBx0d2fE/v9+PlpYW079q4ZyVzJdxcJatfELeEJPp1l8CnPw/gLM+D7z7r9jGiWnDnCorLwBj4i1cSnT7geb+rD4xBSV4wBjY2gZNhcxy9TeyK/ZUKqy+l6JrqmiaMdjufwZ4hZsiT/mzsveFQA3WovGoUF2AEpWX0z8HXPEz4P13FNWzg8hL3u+wkpdc7eYXKawel4LKS8sSZlpOx5lH47VfsueP3po7bNizjg3MiRlg6MnKdzpPaj5NuIORQRzfeTw2dW8Sr4nru5SwUY6staIzToDsSs00KcoERS4d74/k7i9F5MVaE4R7xbJAqdL5KuzyayCZSSKjZ5xRXjz2YaPaKC+t7LHUsFGOZrOOh43IgjBwIhu3wp1cLdJzFzmUCXyN+xNVgqqSF5/Ph82bN2Pbtm2m57dt24YtW7bYvufUU0/N2v43v/kNTjjhBHi9ta00ekLPCUYfDeS4Qb1BYyU0uYc9WpUXwMg4alsOuFwGeaE+MaUoLxYvRc6wkU3KYakQtV54iKakzB7yvdz/OZYltepsoH9j2ftCkOtzEJkCSgyP+ZvZJFrke0oKGxEazPNScqq022NU0D38R+Dl+9jf1n5KMlwuYBXPQnrzoTL3lCOTNhYSNr6QrSu24h1L34H/dfL/gqZp2Ni9UbwmrqVSDLtFrL4L3jcUNpo7wlppiNICkpojK5cdq3JPSFQPheD2scwryoSUoeslZRsBjGxQqrSjnpdisySrgXINuzlUN6/LC40XpHTkeI4+B3j/vwDn84QWTTPGmUOvsIWitU7QhM18tAhR9bDRjTfeiO9///u466678Nprr+Gzn/0s9u3bh+uuuw4AC/t8+MMfFttfd9112Lt3L2688Ua89tpruOuuu3DnnXfipptuqvauFoTH5cHZywx5O+fqglJCyW0u0qRXGNsQY24z9zsh8lKUqfbY97GsmI1XmJ4uFDYqKZxigbXKbknmWFJeZkeZ4vQeZzLI5MqoSSm0IEyWVUBJhl2AreCs/WYWOayDb1GEm+6NX17PM806WV2TfKCQEmVtlYupA2yydnlte990BjvxrbO/hZP6WJn0t3W/TbzmpVV/Kb2NjtgQDZToewi2GqRjcsi++rOsvOSrlySTkLZBoJOHxez8EYlZiDBUvsaM0jgVT8ULtwYoAg1h2M1x7jVNE+e/qDG+ENxeYMNlZh8lhY7u+1Pge2cD/3KWOeTaAJlGwAKQl8suuwzf/OY38Vd/9VfYuHEjfve73+GBBx7A8uVsEDt48KCp5svg4CAeeOABPPLII9i4cSO+8pWv4Fvf+hYuvvjiau9qUdi63MiEyt14jIyJe9kKRq7xQiDWy0MJdEGXpLz0bwQ++Qdg7QXmr88RNhJdpR0IG5XseQHMvYvO/J9lF6azQnQDTs6JsJEGLbt+hoMoKmwk13rpXL2oJVo7lKy8AFJNnWEWQvrADws3gyPycuB5c7G2UiEMtCtMBtpc6A51C7Iu7pliu0onZo1JgkgCR0nKC2CEjqJD9it62bhvZ9YVX5wjrdbO90KZRpqLeSNywO1yi3sglo45Ejay1o4R4e7FYthNzrPrG7Ad4+j8V+14lp1s/v/MIZb5RmgQ8lLF0oQGPvGJT+ATn7AvJvTDH/4w67kzzzwTzz77bJX3qjyc2HciIv4IovEowp4ilJfpESA1zwZqeSV+0v9gg8JGVqegLM9LDuQKGzkxCLQHGAEhY3FJfYSIvHQdA2z5TP5tS4Cd8lKJulQMilJeKAX70MsNZ9YFsj0vJfm0AJbVNXh64fc09wLdx7GsrV0PM49ZOShj0N7UswnDM8NGB+BiDbsjLwPQGbFoNvv7PC4PPBpL7y+K9NM1NLnXfkXfXCZ5od5nYzuyt5UzjQqQ7oA7gJnMjGNhIyKKoj2AA+HuslGOYZcIZiBiq7YK8lKt43nbVWyMbeoGfnIJI+3RYUP5F73EVNjoLQWvy4tzljOZu7+p334jWXmh+GJkwOynaOoCTr9RDGxZYaMK+kzkUl6cGARE590UyyooyfOy+aOsedrF33e0WJtMXkouUFfhdxbOFuHXQoOZdQEb5aWYa3bwTEbkN3+UmdyLxVEUOqrA91JGH62rjr0Kpy85Hef38NVsseTl4PPsMYeni+7Bou4b8r0cfNG++rMcNsp3bHIfHJPyYhM2Ir+LL7ffhSBnBxF5sauZUyxoYZDVmLGmht1ocQ14AaYQAqzuig3xW922Gl6XF8talmW95ghcbmDZKexaEIZvnq2WSUvF85Ty8pbDTSfehBP7TsQ7lr7DfgNZebEz69qABgBqD1CJ8hLhUud8ah7xdNzo0uqA8Y3MsfOpeei6Xhp5GTgB+NC/l/3duWBSXkoJYznwnQWPe8v1rBbHhsuruj+1QMl1XgBg+anAzcO2PW3yYtXZwBPfZuRF18sLwY3nNuvmwjHtx+C2d91mpBcXm21ERSop1duCgCeAudRccfciqVW7HmGPzf3m6s9NFsNuLliVFwqFHN6R/ZsWUeOFIFfEddKwG0vHoOt6xfWpKgKFjcANzHLn51w4wKoy5yKu33rHtzCdnBYqdlURkUKOAFNgMknmOSTz/CKFIi9lIOgJ4twVecrZ02o7OmSOs+cBDQBUo6Qoz0sONHub4dbcSOtpRONRdIfYyswJwy5N2mk9jUQmsWBkIe8+ebPJSzXNuoBBLgv+lsu3sH8NCGvNipyN+KwolbgAwLItgCfACrSNvgb0HFv6Z4iwURlyuQgbFel5KUBe6LcryfNCbRWsBKV9JTBwEgsficnW7kulzuUtS3hIQ2Nm1NkxpgYTRJp08cpLPB0XnpemPLVhiv68VNyUPViTsJE3wK67VIz9TiWRl022L3vdXrS7F4C4ANnkhUJabSuym3cuMizuva9XiHoWCWAf7/pcIL5Ycqn1PNA0zTbjyIliT3IV0vnkwnlM8kFWg4QHp8pkimTxWh53rSGHiSoJcxYFb4DVsgCAAzZ+uPgM8Lu/z04LJWQyUopoGUZxCnMWo7wk542eQX0bbTcpybSZVezQsv9uD3DNNuCyH+f/HCpItmQTU1m8QeOzrb6XEpQXmbzMJioPG8nKC6kuQI3CRkBpzRlTCeZPAowGt7WENWxE5KUBwtiKvFQDbo9x0VBhrSLDRoRKlBfAvr8RDQSVpOi5XW7x/rnUnKF0VNljkg92YaOFUl5qedy1hnwdVUK2i0Y3V1vsmgluvx146K+Bh//W/r3TB4w+Q9a+YMWA7sdiUqUPvcr62oQ6s/qYEYThuxiSHbGQl3LIF8Can77n6+YSBdTN3ZpxJMhLYQVFVkpmU5WHjWTPS0LK7qqJ8gKUVutl9BW2aA20FlTbFwSUQm1VXvIZuxcJFHmpFih0xCfTUpWXSmsA2GUcOWV8E0XhknOleV6qhFp4Xjb3bEbEH8Gp/adW9XvqGS7NJa4lR2pWFEI3a4iKw3/Mfo0Msrl6IJFZt3V5UWnSWaCJMzHHvCfU+sMOtC99G3J6c0oKG4XaWQsFQrkTj8fHWl/Iyg0VNHv8H4HnfmLUA0mUoLxw1e3A7AHheWkLtOV7S17I2UY0Znk0T/FhSadRSq0XETJ6W32URhBho2F2zZI5WykvCjlBpl3x/xV5N89KO3VIeTGRF4eMbyQJm8hCnZCXhco2WtuxFo9d9hg+eMwHq/o99Q66biu9XotC11r2eNgmtZek+rHX7bNCyO9Sbm2hcBfzjGSSwL++D7jjNKby7NueXV6/QKYRUIJnCuAp95Ja5FB9JACst1iwnbUf+OUnge+/k/1+Qnkp3G6FjuXR4UcBMJNzi6/8Ni1yp+qamnUJpSgvRF6W2PtdFhwtSwBoTDGcHVPKi0IRaJXIS6jDnKZoA6vsXqkMb02XzugZMbFXKr+KonCpOcPzUkvDLpGX5MKSqXzNRd8qIAVhQZQXCnFEh4zJFWB+FyoEmZxjlXutGC89TdoEXwi47jHWeNUbYmTp0b8D7joH+PePmrctYNYFpFTpYu8b8qZoLmfDEUs2ATe8BLz7K+yzD74AzIwU1ZSRQOf+mZFnAAAn956cb/OiPy+RTtS2KSOBTNClKi/1AI/PqAM09roRPmqAulOKvFQL8gBTRDEgpz0vImzEbzia1AHnwkb1prwkMkaM/K3sRVlILCh5CbUbplNZfbF6YEZtwkrjFZh1CW0rgPf8PfDZV4D3fgtYcz57nlKYAW7YfJX9ncOsCxj3d9H3Isn/rctY6r2T8DcBb/+04Y+YHCorVZqqW5/Sf0pF4ZhdJAAAGy1JREFUu0OfF0sZht2amXWB4g27yXnj3NcLeQGMa2c3U8ZYq5IFynaqIhR5qRZk5aWI1EwrWal0MrCGjZw0vsnl+OuJvADANI/Vv5WzgBYSpBAuSNgIYJVDATNhGX3FvM1hG0OvkyXRQ+3A5quBi/6F/T8WNSa20VdZaCnQmp0lJEF4XkpVXiohXwW/g4pr7isrVRpgiwa5G3c5oPFJhy48NDVVXuzCRq/9B3DnVmDXo8ZzIy8zo3a4u75qqBApffNh9tggrUoUeakWZM9LEcqL9eaUJ+RyYM02kslLpRM71VWRs41qSRb8br8w81GRP6W8LAzI87IgygsAdJPvRVJXDnHyQvtg9cRkMpLnxcGqov4mo1M6paLSvvSuzztB9ISYgtQV7Mq5jQnrLmKF+k6xb7PiCCJSPZkiOkoT5HO/sWtjRWnSgDlkXheLEVJexncB04eA//or4KcfAob+ADwnpafXm1mXQH6p/Sys1wh+F0AVqasewl0sNp6cK055KafJXR5Ys41kklGpV6MW2T35oGkagp4gZpOzirwsMITyshCp0oC98kKEYfW7gT/+OjuMNH1QSpN2uCR76zJWsj86BPSuM7w1lMWTA9esvwbHdx2P05acVvz3XHVfhTtbxHcAZk9RieTllL7KQkYAH6OgQYcuyEtNlZdwJ3vc9TDwD5bzGh02/h7hXqc8Ru2agEipzo3lDUJelPJSLWga0HMc+7tnXcHNq+Z54eTFiY7SBFOqdHph6qoUAhGqulipvYVA11PVi9QRui0ZR7pukJd1F7FHa8YRFa5r7isvTTofRBEwbhIuMjzV5GvC2cvOru2kbAWRl8l9RlfpElKlgcr9LgBbjNB4KMhLLT0va84DTrzWIM7eMHDKJ9nfpLgBRs+geiMH1rpGDZAmDSjlpbq45AdsJdZ3fMFNrWSl0pVsrrCRE4OA3JyxHpQXwCAvpLwo8rIwoOt0wcJGNIFMDQOxKaYQxCZZReujz2X1WCjjiEzzM4fYo9zA0CnIPhHAWW/NQkMmYiVkG9E10ORtwnEdxzmyK36PH7F0rD6UF38zcD4v7BeLsoKFc+PA9n9mxQ/TKUaKiby0Ls/9WbVAq4W81Bu5KhNKeakmWpcCK88qatOsInUVrmSpwiV1f3ayXoJt2KjGZMGqvKiw0cJA1HlZqLBRsJUpKABTX0Z5dkfn0axZIYVr5Iyj2VH2SJlKTkJWK3RdympajOSFjmWIEUOgKOWFGgye2n+qY/edVXmp9eJIIBBh2V5NPYwo6xlOYJKMUAPZNb5qDZPyoi3Oa9MGaoSvEzhdYZcm83g6jnQmbdRLcEJ5kcJGopdQnZCXqbhSXhYSIlV6ocJGAFNfpg+yrKK5I+w5atTYtYbVYDn8GrCGN0+dOcwew0WaY0tBRFIr5o5wo6tWH6XhS0XLElbrRe7fVESRunNWnIN4Oo4zBs5wbFfouqJGjzUNG9nB5WK/18RuRvYyaUZk3H6WbVRPCLQA/ggQj7Lr1VtZMki9QCkvdQKZrMjZM+VCzlaSy2w7Ie+blJc6aMwIqLBRrbCqlaXuropUMYXXCgod7flvYPhp9jf5y+yq8IqwURWVl+iQETKKDLBGkosNbi/QbOnFVERvo4AngEvXXIrecK9ju0LjFN3PdeUNIoi+QcNGx+/WZfXZrZlCR52NETIClPJSN5A9L07UzPC7/cKxP5ecM4o9OWHYXQSeFxU2Whh89LiPYuvyrRhoHli4LyWV5cV7pOe4Kb7bJhtJhI2q4Xnhk8LcEaOvUhHZhXWL1mVG+MPtc74gXpGgMGRdGHZzQRDXfUbDznoLGREiA0yRbBC/C6CUl7qBVXmpFJqmmXoQkfLiBMmot8aMgMo2qhU0TVtY4gIAx74POP5ywxgZiAADJ7K/SZWRM45mqkheAhGjfDxV2l3MngK5sF4RfpdqgRZZded5kSFChkOS8lKn5GUFT8kfPLO2++Eg1PK0TiATFqfMj1T7ZD4172iZbSIKs8lZpHntgFqTBdnjAyjlpaERiAAXfZf9PT/JFAIfL4zWNsgyj5JzrEdPS79BXqrlRWhdxlSX3b9j/1/U5EUyd9aQvJD6LDwv9Rg2ot8qOgwkWCXgulVetnwK2HhlQ7QFICjlpU5gIi8OlVq386Y4GTaiEA1QP+SFUOv9UVggBFsN4gKwlNUIL81O6cvVVF4Ao/AdNe5b1ORFUl58tSMvdVXnJReE52URKC9AQxEXQJGXuoHb5RZqgZPKC8C8KU7WebH6S4Day7pW8qKUl7cw5NoriVmA98epGnmx9jBazOQlUh/Ky+Iw7EphI6rxUq/KSwNCkZc6gtNN7oTykpx3tM4LeV6oaRpQ+wq71n4qSnl5C0PUK9lrqC6eYFEF18r7PksRsCJ6mdUt6sTzQuSFSjHUJ3nhyktq3jCF17Py0mBQ5KWOIGpmOFSt1FZ5cTBsRHBrbrhd7oo/txIo5UVBQC4cJ4eMqtUsT57wm/vNYazFhsgAAP47FZEmXS1YF3B1GTaiYnUEXzMQbKvd/rzFoMhLHYFuWKeUF1JI5Eq4ToaNCPWgctTjPinUCDJ5qWaatPX7gMUdMgLYhNzM67XUQbZRrv/XDeQwW9vy+uom3eBQ5KWOQDeoY54Xr2HYdVJ5qUeiQESNoJSXtzDkMvfVLFBHkCewxVzjhUC/Xy2zjSxjYN2SFzlkqEJGCwpFXuoIosmdQ4Wh5LARpRA7QTQ8Lo9Jwam1WRdQYSMFCXLV22lOXqrRGoAQbDMycxa78gIYkzBv7loLWEPn9bBAskVEqnGkzLoLCjXC1xHohnU628jpVGmA+V4Scabm1ANRqEc1SKFGaO5ntV7SCaPqbTWVF01jE9ehl4GOBWyTUC2c/D9YnZz1F9dsF7I8L/WqvESkkKFSXhYUtZ91FAREh94qZBvp0Nl3OGQGDnlCmIxPAqgPoqCUFwUBqvUyuQ/Yz3sfNVVReQGAd3wR2HE/sHprdb9nITBwAnD53TXdhSzPSz0adgFz2EgpLwsKNcLXEUSqtEPKi2zYpUaPTq1gZLJQj+SlHvZJoYaILOOGXeooXeVOv8e8h/1TcASLxvMSUZ6XWkF5XuoIImxUhQq7os6LQ5O6nC5dF54Xr1JeFCRYC8dVM2yk4DisCnHdkpfWZYDLA7i82decQlWhRvg6wtYVW/Hm5JvY0r/Fkc+TDbtBsL+V8qLwlkAWealy2EjBUSwaw26gBfjAjwDNVdO6OG9FKPJSRzhnxTk4Z8U5jn2enCpNFXCdih3Lqcn1MLAoz4uCCVbyUu2wkYKjsGZc1q3yAgBrL6j1HrwlocJGDQzZ8yK6SjulvHjrS3kJuAPQYBSIqod9UqghZPLiDatV8SJDVtioXg27CjWDIi8NDJPnJe1cbyOg/pQXTdNMXiGlvLzFIZOXalbXVagKFo3nRaFmUOSlgWGrvDi0gjF5XurAsAvU5z4p1AgtS1itF0CRl0WILM+Lup8VLFDkpYEhDLvJOceL1NWbYRcw71Otu1wr1BhuDyMwQHWr6ypUBYuiMaNCTaHISwPDLmzkmGHXW19hI0ApLwoWUOhIpUkvOqiwkUIhKPLSwKDJPJlJYj41D8DB9gB15nkBLPuk1cc+KdQQ7SvYY0tfTXdDoXQow65CIShtvYEhZwRFE1EAzikS9ahyyMerDLsKePsNgL8FeNtVtd4ThRKhlBeFQlAjfAPD5/LBrbmR1tOYTc4CAPwuh3obqbCRQr2jczVw7q213guFMqAMuwqFoMJGDQxN07KKtynDroKCQr3D7XIL9VSDpu5nhSwo8tLgqBZ5qXvPi1qpKSgsalBzRp/bB03TCmyt8FaDIi8Njmr1/KlHf4lJeamTfVJQUCgPtNBSZl0FOyjy0uBYEOWlTlQOFTZSUGgckPJSL+OLQn1BkZcGx1spbETH6tJccLvcNd4bBQWFSkDNGVWmkYIdFHlpcMhZQUB1wkb1Rl7qZX8UFBTKh/C8qLCRgg0UeWlwWH0gLs2ZU16P/hLap3rZHwUFhfIhPC9KeVGwgSIvDQ6ZZDi5gvG6vELhqBelQykvCgqNA+F5Ufezgg0UeWlwmMiLwysYCknVy+CilBcFhcaB8rwo5IMiLw2OaikvgGHarZdsAPLh1AuZUlBQKB9UZVeRFwU7KPLS4DCV8XeYZNRbmKY/3A8A6Ap11XhPFBQUKoUgL8qwq2ADpa83OGTlxdovpFI0+5qzvqOWWNayDD8690fob+qv9a4oKChUCBqv6kXZVagvKPLS4Kim5+UTGz6Bh4Yewkm9Jzn6uZVgU8+mWu+CgoKCA1DKi0I+KPLS4Kim52XLki3YsmSLo5+poKCgACjDrkJ+KM9Lg8PU/VnJrwoKCosEcmNGBQUrFHlpcFRTeVFQUFCoFs5aehaOaT8G5yw/p9a7olCHUGGjBofcg0itYBQUFBYLju04Fj97789qvRsKdQqlvDQ45B5EirwoKCgoKDQCFHlpcJg8L3VSj0VBQUFBQaESKPLS4FBhIwUFBQWFRoMiLw0OZdhVUFBQUGg0KPLS4FDKi4KCgoJCo0GRlwaH1+2FR/OIvxUUFBQUFBY7FHl5C4BCR073NlJQUFBQUKgFqkpeJiYmcNVVVyESiSASieCqq67C5ORkzu2TySQ+//nPY/369QiHw+jv78eHP/xhHDhwoJq72fAg8qI8LwoKCgoKjYCqkpcrrrgCzz//PB588EE8+OCDeP7553HVVVfl3H5ubg7PPvssbrnlFjz77LO499578frrr+PCCy+s5m42PKjWi/K8KCgoKCg0AqpWYfe1117Dgw8+iO3bt+Pkk08GAHzve9/Dqaeeih07dmDNmjVZ74lEIti2bZvpuW9/+9s46aSTsG/fPixbtqxau9vQIOVF1XlRUFBQUGgEVE15+f3vf49IJCKICwCccsopiEQieOKJJ4r+nGg0Ck3T0Nraavt6PB7H1NSU6Z+CGZRxpJQXBQUFBYVGQNXIy8jICLq7u7Oe7+7uxsjISFGfEYvF8IUvfAFXXHEFWlpabLe59dZbhacmEolg6dKlFe13I6Ij2AEAaPO31XhPFBQUFBQUKkfJ5OXLX/4yNE3L++/pp58GAGialvV+Xddtn7cimUzi8ssvRyaTwW233ZZzu5tvvhnRaFT8GxoaKvWQGh6f3fRZ3HLKLThj4Ixa74qCgoKCgkLFKNnzcv311+Pyyy/Pu82KFSvw4osv4tChQ1mvHT58GD09PXnfn0wmcemll2L37t146KGHcqouAOD3++H3qxTgfFjashRLW5QipaCgoKDQGCiZvHR2dqKzs7Pgdqeeeiqi0SiefPJJnHTSSQCAP/zhD4hGo9iyZUvO9xFx2blzJx5++GF0dHSUuosKCgoKCgoKDYyqeV7Wrl2Lc889F9deey22b9+O7du349prr8UFF1xgyjQ65phjcN999wEAUqkULrnkEjz99NO4++67kU6nMTIygpGRESQSiWrtqoKCgoKCgsIiQlXrvNx9991Yv349tm7diq1bt+L444/Hj3/8Y9M2O3bsQDQaBQAMDw/jV7/6FYaHh7Fx40b09fWJf6VkKCkoKCgoKCg0LjRd1/Va74STmJqaQiQSQTQazeuVUVBQUFBQUKgflDJ/q95GCgoKCgoKCosKirwoKCgoKCgoLCoo8qKgoKCgoKCwqKDIi4KCgoKCgsKigiIvCgoKCgoKCosKirwoKCgoKCgoLCoo8qKgoKCgoKCwqKDIi4KCgoKCgsKigiIvCgoKCgoKCosKJTdmrHdQweCpqaka74mCgoKCgoJCsaB5u5jC/w1HXqanpwEAS5curfGeKCgoKCgoKJSK6elpRCKRvNs0XG+jTCaDAwcOoLm5GZqmOfrZU1NTWLp0KYaGht4yfZPUMatjblSoY1bH3KhYrMes6zqmp6fR398Plyu/q6XhlBeXy4WBgYGqfkdLS8uiuiCcgDrmtwbUMb81oI75rYHFeMyFFBeCMuwqKCgoKCgoLCoo8qKgoKCgoKCwqKDISwnw+/340pe+BL/fX+tdWTCoY35rQB3zWwPqmN8aeCscc8MZdhUUFBQUFBQaG0p5UVBQUFBQUFhUUORFQUFBQUFBYVFBkRcFBQUFBQWFRQVFXhQUFBQUFBQWFRR5UVBQUFBQUFhUUOSlSNx2220YHBxEIBDA5s2b8dhjj9V6lxzDrbfeihNPPBHNzc3o7u7Gn/zJn2DHjh2mbT7ykY9A0zTTv1NOOaVGe1w5vvzlL2cdT29vr3hd13V8+ctfRn9/P4LBIM466yy88sorNdzjyrFixYqsY9Y0DZ/85CcBNMY5/t3vfof3vve96O/vh6Zp+MUvfmF6vZjzGo/H8alPfQqdnZ0Ih8O48MILMTw8vIBHURryHXMymcTnP/95rF+/HuFwGP39/fjwhz+MAwcOmD7jrLPOyjr3l19++QIfSfEodJ6LuZYb6TwDsL23NU3D3//934ttFtt5zgdFXorAT3/6U9xwww344he/iOeeew6nn346zjvvPOzbt6/Wu+YIHn30UXzyk5/E9u3bsW3bNqRSKWzduhWzs7Om7c4991wcPHhQ/HvggQdqtMfO4LjjjjMdz0svvSRe+9rXvoZvfOMb+M53voOnnnoKvb29ePe73y0afy5GPPXUU6bj3bZtGwDgAx/4gNhmsZ/j2dlZbNiwAd/5zndsXy/mvN5www247777cM899+Dxxx/HzMwMLrjgAqTT6YU6jJKQ75jn5ubw7LPP4pZbbsGzzz6Le++9F6+//jouvPDCrG2vvfZa07n/7ne/uxC7XxYKnWeg8LXcSOcZgOlYDx48iLvuuguapuHiiy82bbeYznNe6AoFcdJJJ+nXXXed6bljjjlG/8IXvlCjPaouRkdHdQD6o48+Kp67+uqr9fe973212ymH8aUvfUnfsGGD7WuZTEbv7e3Vv/rVr4rnYrGYHolE9DvuuGOB9rD6+MxnPqOvWrVKz2Qyuq433jkGoN93333i/8Wc18nJSd3r9er33HOP2Gb//v26y+XSH3zwwQXb93JhPWY7PPnkkzoAfe/eveK5M888U//MZz5T3Z2rEuyOudC1/FY4z+973/v0s88+2/TcYj7PVijlpQASiQSeeeYZbN261fT81q1b8cQTT9Ror6qLaDQKAGhvbzc9/8gjj6C7uxtHH300rr32WoyOjtZi9xzDzp070d/fj8HBQVx++eXYtWsXAGD37t0YGRkxnXO/348zzzyzYc55IpHAT37yE3zsYx8zdV9vtHMso5jz+swzzyCZTJq26e/vx7p16xrm3EejUWiahtbWVtPzd999Nzo7O3HcccfhpptuWtQqI5D/Wm7083zo0CHcf//9+PjHP571WqOc54brKu00xsbGkE6n0dPTY3q+p6cHIyMjNdqr6kHXddx444047bTTsG7dOvH8eeedhw984ANYvnw5du/ejVtuuQVnn302nnnmmUVZgvrkk0/Gv/7rv+Loo4/GoUOH8Nd//dfYsmULXnnlFXFe7c753r17a7G7juMXv/gFJicn8ZGPfEQ812jn2IpizuvIyAh8Ph/a2tqytmmE+z0Wi+ELX/gCrrjiClO34SuvvBKDg4Po7e3Fyy+/jJtvvhkvvPCCCC0uNhS6lhv9PP/oRz9Cc3MzLrroItPzjXSeFXkpEvLqFGCTvPW5RsD111+PF198EY8//rjp+csuu0z8vW7dOpxwwglYvnw57r///qwbZDHgvPPOE3+vX78ep556KlatWoUf/ehHwtjXyOf8zjvvxHnnnYf+/n7xXKOd41wo57w2wrlPJpO4/PLLkclkcNttt5leu/baa8Xf69atw+rVq3HCCSfg2WefxaZNmxZ6VytGuddyI5xnALjrrrtw5ZVXIhAImJ5vpPOswkYF0NnZCbfbncXGR0dHs1Zwix2f+tSn8Ktf/QoPP/wwBgYG8m7b19eH5cuXY+fOnQu0d9VFOBzG+vXrsXPnTpF11KjnfO/evfjtb3+La665Ju92jXaOizmvvb29SCQSmJiYyLnNYkQymcSll16K3bt3Y9u2bSbVxQ6bNm2C1+ttmHNvvZYb9TwDwGOPPYYdO3YUvL+BxX2eFXkpAJ/Ph82bN2fJatu2bcOWLVtqtFfOQtd1XH/99bj33nvx0EMPYXBwsOB7jhw5gqGhIfT19S3AHlYf8Xgcr732Gvr6+oSsKp/zRCKBRx99tCHO+Q9+8AN0d3fj/PPPz7tdo53jYs7r5s2b4fV6TdscPHgQL7/88qI990Rcdu7cid/+9rfo6Ogo+J5XXnkFyWSyYc699VpuxPNMuPPOO7F582Zs2LCh4LaL+jzX0Cy8aHDPPffoXq9Xv/POO/VXX31Vv+GGG/RwOKzv2bOn1rvmCP7sz/5Mj0Qi+iOPPKIfPHhQ/Jubm9N1Xdenp6f1z33uc/oTTzyh7969W3/44Yf1U089VV+yZIk+NTVV470vD5/73Of0Rx55RN+1a5e+fft2/YILLtCbm5vFOf3qV7+qRyIR/d5779Vfeukl/YMf/KDe19e3aI+XkE6n9WXLlumf//znTc83yjmenp7Wn3vuOf25557TAejf+MY39Oeee05k1hRzXq+77jp9YGBA/+1vf6s/++yz+tlnn61v2LBBT6VStTqsvMh3zMlkUr/wwgv1gYEB/fnnnzfd3/F4XNd1XX/jjTf0v/zLv9Sfeuopfffu3fr999+vH3PMMfrb3va2RXnMxV7LjXSeCdFoVA+FQvrtt9+e9f7FeJ7zQZGXIvHP//zP+vLly3Wfz6dv2rTJlEa82AHA9t8PfvADXdd1fW5uTt+6dave1dWle71efdmyZfrVV1+t79u3r7Y7XgEuu+wyva+vT/d6vXp/f79+0UUX6a+88op4PZPJ6F/60pf03t5e3e/362eccYb+0ksv1XCPncF//ud/6gD0HTt2mJ5vlHP88MMP217LV199ta7rxZ3X+fl5/frrr9fb29v1YDCoX3DBBXX9O+Q75t27d+e8vx9++GFd13V93759+hlnnKG3t7frPp9PX7Vqlf7pT39aP3LkSG0PLA/yHXOx13IjnWfCd7/7XT0YDOqTk5NZ71+M5zkfNF3X9apKOwoKCgoKCgoKDkJ5XhQUFBQUFBQWFRR5UVBQUFBQUFhUUORFQUFBQUFBYVFBkRcFBQUFBQWFRQVFXhQUFBQUFBQWFRR5UVBQUFBQUFhUUORFQUFBQUFBYVFBkRcFBQUFBQWFRQVFXhQUFBQUFBQWFRR5UVBQUFBQUFhUUORFQUFBQUFBYVHh/wMjwvsvJOOScgAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# draw delta m for each match and save them, also get the max of abs(delta_m)\n",
"import matplotlib.pyplot as plt\n",
"# for i in range(len(player1_m)):\n",
"max_delta_m = 0\n",
"for i in range(len(player1_m)):\n",
" single_match_delta_m = list()\n",
" for j in range(len(player1_m[i])):\n",
" # print(j, player1_m[i][j] - player2_m[i][j])\n",
" single_match_delta_m.append(player1_m[i][j] - player2_m[i][j])\n",
" if (abs(player1_m[i][j] - player2_m[i][j]) > max_delta_m):\n",
" max_delta_m = abs(player1_m[i][j] - player2_m[i][j])\n",
" # plt.plot(range(len(player1_m[i])), player1_m[i], range(len(player2_m[i])), player2_m[i])\n",
" # plt.plot(range(len(player1_m[i])), single_match_delta_m)\n",
" # plt.title(\"Match %d\" % (i + 1))\n",
" # plt.show()\n",
"\n",
"# print(max_delta_m)\n",
"max_delta_m = math.ceil(max_delta_m)\n",
"print(\"Delta m abs max:\", max_delta_m)\n",
"\n",
"for i in range(10):\n",
" single_match_delta_m = list()\n",
" for j in range(len(player1_m[i])):\n",
" # print(j, player1_m[i][j] - player2_m[i][j])\n",
" single_match_delta_m.append(player1_m[i][j] - player2_m[i][j])\n",
" if (abs(player1_m[i][j] - player2_m[i][j]) > max_delta_m):\n",
" max_delta_m = abs(player1_m[i][j] - player2_m[i][j])\n",
" plt.plot(range(len(player1_m[i])), player1_m[i], range(len(player2_m[i])), player2_m[i], range(len(player1_m[i])), single_match_delta_m)\n",
" plt.legend([\"P1\", \"P2\", \"delta m\"])\n",
" plt.title(\"Match %d\" % (i + 1))\n",
" plt.show()\n",
"\n",
"# draw only one match\n",
"\n",
"# i = 2\n",
"# single_match_delta_m = list()\n",
"# for j in range(len(player1_m[i])):\n",
"# # print(j, player1_m[i][j] - player2_m[i][j])\n",
"# single_match_delta_m.append(player1_m[i][j] - player2_m[i][j])\n",
"# plt.plot(range(len(player1_m[i])), single_match_delta_m)\n",
"# plt.title(\"Match %d\" % (i + 1))\n",
"# plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 229,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"88 88\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"coeff: [0.00410042 0.49716831]\n",
"residue: [0.00333046]\n",
"0.7704933253783647\n"
]
}
],
"source": [
"# count the freqcy of player1 win vs delta m\n",
"import matplotlib.pyplot as plt\n",
"print(len(player1_got_point[0]), len(player1_m[0]))\n",
"\n",
"MULTPLY_COEFF = 20\n",
"CUT_WIDTH = 10\n",
"\n",
"count_of_p1_win = {}\n",
"count_of_in_certain_m = {}\n",
"freq_of_p1_win = list()\n",
"all_delta_m = list()\n",
"\n",
"for i in range(len(player1_m)):\n",
" for j in range(len(player1_m[i])):\n",
" delta_m = player1_m[i][j] - player2_m[i][j]\n",
" if player1_got_point[i][j]:\n",
" count_of_p1_win[int(delta_m * MULTPLY_COEFF)] = count_of_p1_win.get(int(delta_m * MULTPLY_COEFF), 0) + 1\n",
" \n",
" count_of_in_certain_m[int(delta_m * MULTPLY_COEFF)] = count_of_in_certain_m.get(int(delta_m * MULTPLY_COEFF), 0) + 1\n",
"\n",
"\n",
"for i in range(-max_delta_m * MULTPLY_COEFF, max_delta_m * MULTPLY_COEFF):\n",
" if (count_of_in_certain_m.get(i, 0) > 0):\n",
" freq_of_p1_win.append(count_of_p1_win.get(i, 0) / count_of_in_certain_m[i])\n",
" else:\n",
" freq_of_p1_win.append(0)\n",
"\n",
"for i in range(-max_delta_m * MULTPLY_COEFF, max_delta_m * MULTPLY_COEFF):\n",
" count_of_in_certain_m[i] = count_of_in_certain_m.get(i, 0)\n",
"\n",
"plt.plot(range(-max_delta_m * MULTPLY_COEFF, max_delta_m * MULTPLY_COEFF), [count_of_in_certain_m[i] for i in range(-max_delta_m * MULTPLY_COEFF, max_delta_m * MULTPLY_COEFF)])\n",
"plt.show()\n",
"\n",
"plt.plot(range(-max_delta_m * MULTPLY_COEFF, max_delta_m * MULTPLY_COEFF), freq_of_p1_win)\n",
"plt.show()\n",
"\n",
"freq_of_p1_win = list()\n",
"for i in range(-CUT_WIDTH, CUT_WIDTH):\n",
" if (count_of_in_certain_m.get(i, 0) > 0):\n",
" freq_of_p1_win.append(count_of_p1_win.get(i, 0) / count_of_in_certain_m[i])\n",
" else:\n",
" freq_of_p1_win.append(0)\n",
"\n",
"# plt.plot(range(-28, 28), freq_of_p1_win)\n",
"# plt.show()\n",
"\n",
"poly_coeff, poly_residue, poly_rank, poly_singular_value, _ = np.polyfit(range(-CUT_WIDTH, CUT_WIDTH), freq_of_p1_win, 1, full=True)\n",
"regressed_freq = np.polyval(poly_coeff, range(-CUT_WIDTH, CUT_WIDTH))\n",
"correlate_coeff = np.corrcoef(range(-CUT_WIDTH, CUT_WIDTH), freq_of_p1_win)[0, 1]\n",
"r_squared = correlate_coeff**2\n",
"\n",
"plt.plot(range(-CUT_WIDTH, CUT_WIDTH), freq_of_p1_win, range(-CUT_WIDTH, CUT_WIDTH), regressed_freq)\n",
"# plt.ylim(0.3, 0.6)\n",
"plt.show()\n",
"print(\"coeff:\", poly_coeff)\n",
"print(\"residue:\", poly_residue)\n",
"print(r_squared)"
]
},
{
"cell_type": "code",
"execution_count": 230,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean: -0.19742248133298992 Std: 4.346052232182323\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# fit with gauss\n",
"from scipy.stats import norm\n",
"\n",
"count_of_in_certain_m_alt = deepcopy(count_of_in_certain_m)\n",
"\n",
"count_of_in_certain_m_alt[0] = int((count_of_in_certain_m_alt[-1] + count_of_in_certain_m_alt[1]) / 2)\n",
"\n",
"fake_m = list()\n",
"\n",
"# print(count_of_in_certain_m)\n",
"\n",
"for key, value in count_of_in_certain_m_alt.items():\n",
" fake_m += [key + 1 / (MULTPLY_COEFF * 2)] * value\n",
"\n",
"# print(fake_m)\n",
"\n",
"point_count_by_m_mean, point_count_by_m_std = norm.fit(fake_m)\n",
"\n",
"# data = np.random.normal(loc=5.0, scale=2.0, size=1000)\n",
"# print(data)\n",
"print(\"Mean:\", point_count_by_m_mean,\"Std:\", point_count_by_m_std)\n",
"regressed_point_count_by_m = norm.pdf(range(-max_delta_m * MULTPLY_COEFF, max_delta_m * MULTPLY_COEFF), point_count_by_m_mean, point_count_by_m_std)\n",
"plt.plot(range(-max_delta_m * MULTPLY_COEFF, max_delta_m * MULTPLY_COEFF), regressed_point_count_by_m)\n",
"plt.hist(fake_m, bins=[i for i in range(-max_delta_m * MULTPLY_COEFF, max_delta_m * MULTPLY_COEFF + 1)], density=True)\n",
"# plt.plot(range(-max_delta_m * MULTPLY_COEFF, max_delta_m * MULTPLY_COEFF), [count_of_in_certain_m[i] / 100000 for i in range(-max_delta_m * MULTPLY_COEFF, max_delta_m * MULTPLY_COEFF)])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 231,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"R: 42\n",
"mu_r: 43.87640449438202\n",
"var_r: 20.403518839448648\n",
"z_test: -0.41540711219584353\n",
"z: -9.71356151571718\n",
"z: -9.492176887061909\n",
"z: -9.27079225840664\n",
"z: -9.04940762975137\n",
"z: -8.8280230010961\n",
"z: -8.60663837244083\n",
"z: -8.38525374378556\n",
"z: -8.163869115130291\n",
"z: -7.942484486475021\n",
"z: -7.72109985781975\n",
"z: -7.49971522916448\n",
"z: -7.278330600509211\n",
"z: -7.056945971853941\n",
"z: -6.835561343198671\n",
"z: -6.614176714543401\n",
"z: -6.392792085888131\n",
"z: -6.171407457232861\n",
"z: -5.950022828577591\n",
"z: -5.7286381999223215\n",
"z: -5.507253571267051\n",
"z: -5.285868942611781\n",
"z: -5.064484313956512\n",
"z: -4.843099685301242\n",
"z: -4.6217150566459715\n",
"z: -4.400330427990702\n",
"z: -4.178945799335432\n",
"z: -3.957561170680162\n",
"z: -3.736176542024892\n",
"z: -3.5147919133696224\n",
"z: -3.2934072847143523\n",
"z: -3.072022656059082\n",
"z: -2.8506380274038126\n",
"z: -2.6292533987485425\n",
"z: -2.407868770093273\n",
"z: -2.1864841414380027\n",
"z: -1.9650995127827329\n",
"z: -1.743714884127463\n",
"z: -1.5223302554721931\n",
"z: -1.300945626816923\n",
"z: -1.0795609981616532\n",
"z: -0.8581763695063833\n",
"z: -0.6367917408511135\n"
]
}
],
"source": [
"# randomness of runs of succes\n",
"# r is the total run count, r_win is the count of player1 win run, r_lose is the count of player1 lose run\n",
"n1, n2 = 0, 0\n",
"R = 0\n",
"cur_winner = 0\n",
"flag = 0\n",
"for index, record in point_data.to_dict(orient='index').items():\n",
" if(record['PointWinner'] == 1):\n",
" n1 += 1\n",
" elif(record['PointWinner'] == 2):\n",
" n2 += 1\n",
"\n",
" if(record['PointWinner'] != cur_winner):\n",
" cur_winner = record['PointWinner']\n",
" R += 1\n",
" \n",
" if (record['PointNumber'] == 1 & flag == 1):\n",
" break\n",
" flag = 1\n",
" \n",
"\n",
"\n",
"\n",
"print(\"R: \", R)\n",
"mu_r = (2 * n1 * n2 / (n1 + n2)) + 1\n",
"print(\"mu_r:\", mu_r)\n",
"var_r = (2 * n1 * n2 * (2 * n1 * n2 - (n1 + n2))) / ((n1 + n2)**2 * (n1 + n2 - 1))\n",
"print(\"var_r:\", var_r)\n",
"z_test = (R - mu_r) / (var_r**(1/2))\n",
"print(\"z_test:\", z_test)\n",
"\n",
"\n",
"for i in range(R):\n",
" z = (i - mu_r) / (var_r**(1/2))\n",
" print(\"z: \", z)\n"
]
},
{
"cell_type": "code",
"execution_count": 232,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"runs: [0, 0, -1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, -1, -1, -1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, -1, -1, 0, 0, 0, 1, 1, 1, 1, 1, 0, -1, 0, 1, 1, 0, 0, 1, 1, 1, 0, -1, -1, 0, 0, 0, 1, 0, -1, 0, 0, -1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, -1, -1, -1]\n",
"0.0 0\n",
"0.005386812448166054 0\n",
"-0.05177243635232563 0\n",
"-0.07620864777997123 0\n",
"-0.016183111410022696 0\n",
"-0.01080702318583255 0\n",
"-0.1732041129043304 0\n",
"-0.1497681404711907 0\n",
"-0.19579920680291835 0\n",
"-0.13560892508141129 0\n",
"-0.016664113041956183 0\n",
"0.11744113006922119 1\n",
"0.15029904203978856 1\n",
"0.1825450176307852 1\n",
"0.07121627206272621 1\n",
"0.2231370103952282 1\n",
"0.1271835220245546 1\n",
"0.154520426623594 1\n",
"0.16853504197962477 1\n",
"0.09765823983559695 1\n",
"0.12543965009288302 1\n",
"0.07024262331986562 1\n",
"0.04138315467562452 1\n",
"-0.0924006841231746 1\n",
"-0.024556907748128735 1\n",
"0.09226154878740667 1\n",
"0.06020468894423822 1\n",
"0.11346600655949733 1\n",
"0.08155335535187234 1\n",
"0.14027528876672885 1\n",
"0.1084952040732122 1\n",
"0.16102593552753722 1\n",
"0.192629129841565 1\n",
"0.4129348320376637 1\n",
"0.23263018415553377 1\n",
"0.2564027672604847 1\n",
"0.19848847080847823 1\n",
"0.16608905967901286 1\n",
"0.035175632267062135 1\n",
"0.17630241502280725 1\n",
"0.14894306011485042 1\n",
"0.19906674454506437 1\n",
"0.23396147128801126 1\n",
"0.3561999667386905 1\n",
"0.3139633024910373 1\n",
"0.32461218106098494 1\n",
"0.32894185927721487 1\n",
"0.1653003623630123 1\n",
"0.13437007648499882 1\n",
"0.2872599526025195 1\n",
"0.46011072588609825 1\n",
"0.48218807080286996 1\n",
"0.4107373574390125 1\n",
"0.5497471710880697 1\n",
"0.6806360287113152 1\n",
"0.2247667338859337 1\n",
"0.23281008102134637 1\n",
"0.16193621004705683 1\n",
"0.12676735676448722 1\n",
"0.1001014280442078 1\n",
"0.16720171839281806 1\n",
"0.10972102556311349 1\n",
"0.1457710762151946 1\n",
"0.0827384245370692 1\n",
"0.002709550830134355 1\n",
"-0.022766193331557993 1\n",
"0.029266012971061267 1\n",
"-0.030021961693175225 1\n",
"-0.16231017950290688 0\n",
"0.033963889712578604 0\n",
"0.055668036454495945 0\n",
"0.08447587593199479 0\n",
"0.20680713245710394 1\n",
"0.1734618907528159 1\n",
"0.18412261070250668 1\n",
"0.12707306428226356 1\n",
"0.2324941973389243 1\n",
"0.30990164184986935 1\n",
"0.3410816674141126 1\n",
"0.46281834217462425 1\n",
"0.5910497354771531 1\n",
"0.5583388322738588 1\n",
"0.5695697791578808 1\n",
"0.2366924068133142 1\n",
"0.26785880059283845 1\n",
"0.21542107599883192 1\n",
"0.1844742076827652 1\n",
"0.15340231423645007 1\n",
"swings_hysteresis: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]\n"
]
}
],
"source": [
"# delta m: 滞回\n",
"# runs of success\n",
"runs = list()\n",
"cur_winner = 0\n",
"flag = 0\n",
"for index, record in point_data.to_dict(orient='index').items():\n",
" if (record['PointNumber'] == 1 & flag == 1):\n",
" break\n",
" flag = 1\n",
"\n",
" if(record['PointWinner'] != cur_winner):\n",
" cur_winner = record['PointWinner']\n",
" runs.append(0)\n",
" continue\n",
" \n",
" if(record['PointWinner'] == 1):\n",
" runs.append(1)\n",
" continue\n",
" elif(record['PointWinner'] == 2):\n",
" runs.append(-1)\n",
" continue\n",
" else:\n",
" print(\"data error\")\n",
"\n",
"print(\"runs:\", runs)\n",
"\n",
"# hysteresis swing in play\n",
"THRESHOLD = 0.1\n",
"\n",
"i = 0\n",
"swings_hysteresis = list()\n",
"cur_delta_m = player1_m[i][0] - player2_m[i][0]\n",
"cur_swing = 1 if cur_delta_m > 0 else 0\n",
"for j in range(len(player1_m[i])):\n",
" single_match_delta_m = player1_m[i][j] - player2_m[i][j]\n",
" if(cur_swing == 1 and single_match_delta_m < -THRESHOLD):\n",
" cur_swing = 0\n",
" elif(cur_swing == 0 and single_match_delta_m > THRESHOLD):\n",
" cur_swing = 1\n",
" \n",
" cur_delta_m = single_match_delta_m\n",
" swings_hysteresis.append(cur_swing)\n",
" print(cur_delta_m, cur_swing)\n",
"print(\"swings_hysteresis:\", swings_hysteresis)\n",
"\n",
"runs_and_swing_df = pd.DataFrame({\"runs\": runs, \"swing\": swings_hysteresis})\n",
"runs_and_swing_file_name = path.join(filename_base, \"runs_and_swing.csv\")\n",
"runs_and_swing_df.to_csv(runs_and_swing_file_name, index=False)"
]
},
{
"cell_type": "code",
"execution_count": 233,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"172 28\n",
"R: 9\n",
"mu_r: 49.16\n",
"var_r: 11.413193969849246\n",
"z_test: -11.887488368554633\n",
"z: -14.551517136408012\n",
"z: -14.25551393997986\n",
"z: -13.959510743551705\n",
"z: -13.663507547123553\n",
"z: -13.3675043506954\n",
"z: -13.071501154267246\n",
"z: -12.775497957839093\n",
"z: -12.47949476141094\n",
"z: -12.183491564982786\n"
]
}
],
"source": [
"#先看runs of success与delta momentum的滞回序列是否相关再看delta momentum hysteresis是否是随机序列\n",
"# runs of success\n",
"runs = list()\n",
"cur_winner = 0\n",
"flag = 0\n",
"pos = 19\n",
"for record in [i for i in point_data.to_dict(orient='index').values()][pos:pos + 1]:\n",
" # if (record['PointNumber'] == 1 & flag == 1):\n",
" # break\n",
" # flag = 1\n",
"\n",
" if(record['PointWinner'] != cur_winner):\n",
" cur_winner = record['PointWinner']\n",
" runs.append(0)\n",
" continue\n",
" \n",
" if(record['PointWinner'] == 1):\n",
" runs.append(1)\n",
" continue\n",
" elif(record['PointWinner'] == 2):\n",
" runs.append(-1)\n",
" continue\n",
" else:\n",
" print(\"data error\")\n",
"\n",
"# print(\"runs:\", runs)\n",
"\n",
"# hysteresis swing in play\n",
"THRESHOLD = 0.1\n",
"\n",
"i = pos\n",
"swings_hysteresis = list()\n",
"cur_delta_m = player1_m[i][0] - player2_m[i][0]\n",
"cur_swing = 1 if cur_delta_m > 0 else 0\n",
"for j in range(len(player1_m[i])):\n",
" single_match_delta_m = player1_m[i][j] - player2_m[i][j]\n",
" if(cur_swing == 1 and single_match_delta_m < -THRESHOLD):\n",
" cur_swing = 0\n",
" elif(cur_swing == 0 and single_match_delta_m > THRESHOLD):\n",
" cur_swing = 1\n",
" \n",
" # print(cur_delta_m, cur_swing)\n",
" swings_hysteresis.append(cur_swing)\n",
" cur_delta_m = single_match_delta_m\n",
"# print(\"swings_hysteresis:\", swings_hysteresis)\n",
"\n",
"n1, n2 = 0, 0\n",
"R = 0\n",
"cur_winner = 0\n",
"flag = 0\n",
"for i in range(len(swings_hysteresis)):\n",
" if(swings_hysteresis[i] == 1):\n",
" n1 += 1\n",
" elif(swings_hysteresis[i] == 0):\n",
" n2 += 1\n",
"\n",
" if(swings_hysteresis[i] != cur_winner):\n",
" cur_winner = swings_hysteresis[i]\n",
" R += 1\n",
"\n",
"print(n1, n2)\n",
"print(\"R: \", R)\n",
"mu_r = (2 * n1 * n2 / (n1 + n2)) + 1\n",
"print(\"mu_r:\", mu_r)\n",
"var_r = (2 * n1 * n2 * (2 * n1 * n2 - (n1 + n2))) / ((n1 + n2)**2 * (n1 + n2 - 1))\n",
"print(\"var_r:\", var_r)\n",
"z_test = (R - mu_r) / (var_r**(1/2))\n",
"print(\"z_test:\", z_test)\n",
"\n",
"\n",
"for i in range(R):\n",
" z = (i - mu_r) / (var_r**(1/2))\n",
" print(\"z: \", z)\n",
" \n",
"# from statsmodels.sandbox.stats.runs import runstest_1samp\n",
"# x = []\n",
"# runstest_1samp(x, cutoff='median')"
]
}
],
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